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BIOGRAPHICAL SKETCH NAME Evangelia Micheli-Tzanakou DEGREES B.S. University of Athens, Athens, Greece, 1968, in Physics M.S. Syracuse University, Syracuse, New York, 1974, in Physics Ph.D. Syracuse University, Syracuse, New York, 1977, in Physics HONORS /AWARDS/PUBLICITY Meritorious Service Award, IEEE-CIS, 2006 Featured in the Women’s History Month in the IEEE History Center www.ieee.org/historycenter 2004 Listed in the “Neural Network People” www.it.uom.gr/pdp/digitallib/Neural/new_peop.htm Featured in “The Scientist” February 2002 Featured as one of IEEE innovators 1999-2004 (www.ieee.org/innovators) Featured in R&D Horizons article, in Medical Device and Diagnostic Industry Magazine, 2000. Featured in the 2000 Whitaker Annual Report: http://www.whitaker.org/00_annual_report/theeye.html Featured in “Medical Device Link” 2000 www.devicelink.com/mddi/archive/00/01/003/html NJ Women of Achievement Award, 1995 Featured in the “Notable Twentieth Century Scientists” (1994) pp. 1320-1321 Achievement Award, Society of Women Engineers, 1992 Outstanding Branch Advisor/Counselor Award IEEE 1985

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Page 1: DEGREES HONORS /AWARDS/PUBLICITY

BIOGRAPHICAL SKETCH

NAME Evangelia Micheli-Tzanakou

DEGREES

B.S. University of Athens, Athens, Greece, 1968, in Physics M.S. Syracuse University, Syracuse, New York, 1974, in Physics Ph.D. Syracuse University, Syracuse, New York, 1977, in Physics

HONORS /AWARDS/PUBLICITY

• Meritorious Service Award, IEEE-CIS, 2006

• Featured in the Women’s History Month in the IEEE History Centerwww.ieee.org/historycenter 2004

• Listed in the “Neural Network People”www.it.uom.gr/pdp/digitallib/Neural/new_peop.htm

• Featured in “The Scientist” February 2002

• Featured as one of IEEE innovators 1999-2004 (www.ieee.org/innovators)

• Featured in R&D Horizons article, in Medical Device and Diagnostic IndustryMagazine, 2000.

• Featured in the 2000 Whitaker Annual Report:http://www.whitaker.org/00_annual_report/theeye.html

• Featured in “Medical Device Link” 2000www.devicelink.com/mddi/archive/00/01/003/html

• NJ Women of Achievement Award, 1995

• Featured in the “Notable Twentieth Century Scientists” (1994) pp. 1320-1321

• Achievement Award, Society of Women Engineers, 1992

• Outstanding Branch Advisor/Counselor Award IEEE 1985

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• Merit Awards: 1984, 1985, 1986, 1987, 1988, 1990, 1992, 1993, 1994, 1995, 1997,1998, 1999, 2000

Other Publicity

www.umdnj.edu/umcweb/marketing_and_communications/publications/umdnj_magazine/hstate/fall97/parkinsons.htmlWhitakerArchives/00_annual_report/theeye.htmlwww.the-scientist.com/article/display/12857/www.bio.net/bionet/mm/molmodel/1998-February/001120.htmlwww.citer.wvu.edu/bsym2006www.cidefense.org/files/www.citer.wvu.edu/bsym2007/www.eweek.org/site/news/Editorial/sanford.shtmlwww.liu.ece.uic.edu/ISNN07/committee.htmlwww.elsevier.com/wps/find/journaleditorialboard.cws_home/705192/editorialboardwww.amazon.ca/gp/bestsellers/books/146405011?ie=UTF8&pg=3www.douglass.rutgers.edu/fellows/fellows_directoryJ-Z.aspwww.neuroinf.de/News/2005/05/27_22-57-04www.ieee-ssci.org/www.rwjuh.edu/publications/2003annual.pdfwww.ieee-biometrics.dti.unimi.it/contacts.htmwww.ieee.org/web/aboutus/history_center/biography/emlwww.electricalengineeringnetbase.com/ejournals/editors/www.ieee-cis.org/dlp/www.reuther.wayne.edu/pdf/SWEAwards.pdfwww.ieee-ssci.org/filesdir/CIDM-2007.pdfwww.ncsu.edu/IEEE-RAS/RAS/Officers2000.htmlwww.electricalengineeringnetbase.com/ejournals/books/book_summary/summary.asp?id=504www.139.78.75.247/WCCI-Web_WCI.htmlwww.cs.cinvestav.mx/~EVOCINV/photos/lasalle05/lasalle.htmlwww.crcpress.co.uk/shopping_cart/products/product_contents.aspwww.neuroinf.de/News/2006/02/18_13-42-29www.neuroinf.de/News/2005/05/27_22-57-04www.mlahanas.de/Greeks/new/Engineering.htmlwww.ieee.org.ar/noticiasdetalle.asp?IDNoticia=42

Fellowships

• Founding Fellow, American Institute for Medical & Biological Eng. (AIMBE), 1993• Fellow IEEE, 1992• Fellow, The Academy of Medicine of New Jersey, 1986• Fellow, Douglass College

Other Recognitions

• Nominated for the National Medal of Science, 1998• Sigma Xi• Eta Kappa Nu• IEEE Certificate of Recognition, First Secretary of Neural Networks Council, 1991

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• IEEE Certificate of Recognition Developing the Neural Networks Track, 1989• IEEE Certificates of Recognition, l983, 1984, 1985, 1986, 1988, 1996-07 (various)• Nominated for "Outstanding Women of America", l984• Honorary Member of the British Brain Research Association• Honorary Member of the European Brain and Behavior Society• Listed in the Who's Who in American Men and Women in Science

MAJOR RESEARCH INTERESTS

Mammography Novel approaches in Pallidotomies and DBS for Parkinson’s Disease

Telemedicine-Telesurgery Nanotechnology Multimodal Imaging Pattern recognition devices for the handicapped Hearing aids Pattern recognition in the visual system with computer-aided methods Single and multi-unit brain recordings Visual evoked potentials in humans and animals Neural Networks Data Compression and Image Processing Digital signal processing in biological systems Electronic equivalents of neurons Computer Vision based on neural networks Pattern Recognition in echocardiography

Fetal Heart Rate Variability

PROFESSIONAL EXPERIENCE

RUTGERS UNIVERSITY

Professor II, Department of Biomedical Engineering 2000-present Professor II and Chair, Department of Biomedical Engineering 1998- 2000 Professor I and Chair, Department of Biomedical Engineering 1990-1998 Co-Director, Graduate Program in Biomedical Engineering 1990-1995 Full Member, Graduate Faculty, Biomedical Engineering Dept. 1987-1995 Full Member, Graduate Faculty, Electrical Engineering Dept. 1981-present Affiliate Member, Graduate Faculty, Computer Science Dept. 1990-present Associate Professor, Department of Biomedical Engineering 1986-1990 Associate Professor, Department of Electrical Engineering 1985-1986 Assistant Professor, Department of Electrical Engineering 1981-1985 Adjunct Professor, Department of Surgery (Bioengineering) 1981-present RWJ Medical School

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Acting Chair of Electrical Engineering (Summers) 1981-l985

SERVICE to SoE

Student Disciplinary Committee 2005-2009 Professional Engineers Committee 2004-2005 Courses of Study Committee 2004-2005 BoE 1990-2000 SROA Committee 1997-2000 OTHER RUTGERS UNIVERSITY SERVICE University Hearing Committee 2005-2007 University Senator 1986-1989 Graduate School-N.B. Physical Area Committee 1984-1989 and 1990-1992 Graduate School-N.B.-Panel Hearing Committee 1985-1989 University Advisory Pool 1986-1989 Engineering Student Disciplinary Committee 1987-1990 Grievance Committee 1987-1990 Douglass Project, Advisory Board 1987-present Educational Policy & Academic Services Policy Committee 1990-1995 Neurosciences Core Curriculum Planning Committee 1990-1998 Administrative Board, College of Engineering 1990-2000 Executive Council, Graduate School-New Brunswick 1992-1994 Research Council Advisory Committee 1989-1995 Biomedical Research Advisory Committee (Busch Research Grants) 1991-1993 Co-Organizer, 1st and 2nd Annual Symposium in Biomedical May, 1991 Engineering, Rutgers Univ. and UMDNJ May 1992 Douglass Project, Buntin-Cobb Fellowship Committee 1993 Douglass SUPER Project 1995-present Engineering Strategic Planning Committee (by invitation from the President) 1995 SROA Committee 1997-2000

DEPARTMENTAL COMMITTEES Undergraduate Curriculum Committee 1999-2002 Graduate Admissions Committee 1997-present Awards Committee (Chairperson) 1983-1990 Scholastic Standing Committee 1982-1992 Qualifying Exam Committee (Chairperson) 1987-1991 Qualifying Exam Committee (Member) 1993-1997 Curriculum Committee (Member) 1982-1988 Curriculum Committee (Chairperson) 1990-1993 Curriculum Committee (Member) 1993-2000

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Excellence Fellows Committee (Chairperson) 1986-1990 Admissions Committee 1989-1990

SYRACUSE UNIVERSITY Consultant in Biophysics, Physics Department 1981-1982 Research Associate, Physics Department 1977-1980 Research Assistant, Biophysics Research Laboratory, Physics Dept. 1973-1977 Teaching Assistant, Physics Department 1970-1973

Eye Defect and Vision Research Foundation, - Syracuse New YorkConsultant 1977-1980Eye Research Institute of Central New York 1978-1981Consultant in Biophysics and Physiology

OTHERHigh School Teaching, Athens, Greece 1968-1969

OTHER PROFESSIONAL ACTIVITIES

NSF Invited Workshop Participant-Biomimetics 2007 NSF Panelist - Reviewer 1990-present NIH Study Sections and Panels 1991-present IEEE-EMBS Student Branch Counselor 1987-present Established the Student IEEE-EMBS Society at Rutgers University 1987 IEEE Student Branch Counselor 1981-1988 Dept. of the Army, Proposal Reviewer 1993-present

Editorships

Books

• Book Series Editor in Chief, Biomedical Engineering, Kluwer-Plenum Publishing Co. (Now Springer Publishing) 1999-present

• Book Series Editor, Biomedical Systems, IES Book series, CRC Press 1997-present

Journals

• Editorial Board, Ecological Informatics, Elsevier 2004-present• Editorial Board, J. Artificial Intelligence Tools: Architectures, Languages,

Algorithms. World Scientific 2004-present• Editorial Board, Biomedical Engineering on Line 2002-present• Editorial Board, IEEE Trans. On Nano-BioScience 2002-2006• Editorial Board, J. Advanced Computational Intelligence and Intelligent

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Informatics 2000-present• Associate Editor, IEEE Transactions on Neural Networks 2000-2006• Guest Editor, IEEE/EMBS Magazine, Special Issue on Neural Networks Jan. 2000• Associate Editor, IEEE Trans. In Biomed. Eng. Information Technology 1997-2000• Editorial Board, IEEE Trans. Biomedical Information Tech. 1997-1999• Editorial Board, International J. On Advanced Computational Intelligence 1997-1999• Associate Editor, IEEE Transactions on Neural Networks 1989-1992• Editorial Board, IEEE Transactions on Neural Networks 1989-1992• Guest Editor, IEEE/EMBS Magazine, Special Issue on Neural Networks Sept. 1990• Editor, IEEE Princeton Section Newsletter 1984-1985

Journal Reviewer:• Medical and Biological Engineering and Computing 2006-present• Biomedical Engineering on Line 2004-present• IEE Proc. Systems Biology 2005-present• IEEE Trans. In Biomed. Eng. Information Technology 1997-2000• IEEE Transactions in Biomedical Engineering 1982-present• 9th International Conference on Pattern Recognition 1988• J. of Engineering in Medicine and Biology 1987-present• IEEE Circuits & Systems Transactions, 1988

Special Issue on Neural Networks• IEEE Transactions on Biomedical Engineering 1988

Special Issue on Neural Systems• IEEE Transactions on Neural Networks 1991-1995• IEEE Transactions on Industrial Electronics 1995-present

CONFERENCE PARTICIPATION

Biometrics Consortium, IEEE Liaison to the Biometrics Symposium, Sept. 11-13, 2007Arlington Va.

Eng. in Medicine and Biol. Conference, Workshop Organizer and Chair, Brain toComputer Interface, Lyon, France Aug. 22, 2007

Int. Joint Conference on Neural Networks, Organizing Committee, August 12-17, 2007Orlando, Fla.

Int. Joint Conference on Neural Networks, Workshop Organizer and Chair,Biometrics and Computational Intelligence, Orlando, Fla., Aug. 16, 2007

Int. Joint Conference on Neural Networks, Session Chair on Bioinformatics andBiomedical Eng., Orlando, Fla., August 13, 2007

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Int. Joint Conference on Neural Networks, Tutorial on Biometrics and Comp. Intel. 2007Orlando, Fla.

International Workshop on Biometrics, Hong Kong Univ., Hong Kong, June 29, 2007

International Symposium on Neural Networks, Advisory Committee, June 3-7, 2007Nanjing, China.

Honorary Chair, IEEE Symposium Series on Computational Intelligence (SSCI’07),Honolulu, Hawaii, April 5-7, 2007

Biometrics Consortium, IEEE Liaison to the Biometrics Symposium, Sept. 19-21, 2006Crystal City, Washington, DC

Steering Committee of Computational Committee for Homeland Security and Personal SafetyWashington DC. October 2006

ISEI 5, 5th International Conf. on Ecological Informatics, Santa Barbara, Program Committee,2006

CIBB’06 Third Int. Meeting on Computational Intelligence Methods for Bioinformatics andBiostatistics, Program Committee 2006

Intern. Conference in Artificial Neural Networks (ICANN’06), Athens, Greece, InternationalSteering Committee 2006

IEEE Int. Workshop on Measurement Systems for Homeland Security, Contraband Detection andPersonal Safety, Alexandria, Va, October 2006

IEEE World Congress on Computational Intelligence, President’s Forum,Vancouver, Canada, June16-21, 2006

CIHSPS’ 06 Computational Intelligence for Homeland Security and PersonalSafety, Steering Committee, Washington DC 2006

VECIMS’06 International steering committee 2006

CIMSA’06 International steering committee 2005-2006

IASTED Intern. Assoc of Sci. and Tech., Biomed’05, Innsburgh, Austria,International Program Committee 2005

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CIHSPS’ 05 Computational Intelligence for Homeland Security and PersonalSafety, Steering Committee, Washington DC 2005

CIBB’ 05 2nd International Meeting on Computational Intelligence Methodsfor Bioinformatics and Biostatistics, Crema, Italy, Sept. 15-17, 2005

ACIDCA-ICMI’05 International Program Committee Member,International Conference on Machine Intelligence 2005

IJCNN’ 04 International Joint Conference on Neural Networks, Gen Co-Chair 2004

CIHSPS’ 04 Computational Intelligence for Homeland Security and PersonalSafety, Steering Committee, Venice, Italy 2004

IASTED Intern. Assoc of Sci. and Tech., Biomed’04, Innsburgh, Austria,International Program Committee 2004

ISEI’04 4th Conf. of the Inter. Society of Ecological Informatics, Pussan, Korea 2004

2nd Summer School on Emerging Technologies in Biomedicine, Intern.Scientific Committee, Patras, Greece 2004

CIMSA’ 04 International Symposium on Computational Intelligence forMeasurement Systems and Applications, General Co-Chair, Boston, Mass. 2004

BIBE 2004, Taiwan, Steering Committee 2004

IASTED Intern. Assoc of Sci. and Tech., Biomed’04, Biomed’03, SalzburghAustria, International Program Committee 2003

CIMSA’ 03 International Symposium on Computational Intelligence forMeasurement Systems and Applications, General Co-Chair, Lake Lugano,Switzerland 2003

CIMSA’ 03 International Symposium on Computational Intelligence forMeasurement Systems and Applications, Session Chair: Neural NetworkApplications, Lake Lugano, Switzerland 2003

BIBE 2003, Bethesda Md, Plenary Speaker and Organizing Committee 2003

Program Committee, SPIE, Applications and Science of Neural Networks,Fuzzy Systems and Evolutionary Computation, # 4787 2002

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General Co-Chair VIMS, IEEE International Symposium on Virtual andIntelligent Measurement Systems, Anchorage, Alaska 2002

9th International Conference on Neural Information Processing (ICONIP’02)Nov 18-22, Singapore, Program Committee 2002

ANNIE’02, Conference Committee 2002

International Joint Conference on Neural Networks, Organizing Committee 2002

IEEE NanoSystems, 2001 Conference Committee 2001

Non-Linear Signal and Image Processing (NSIP), Program Committee 2001

IEEE Conference on Nanotechnology, Program Committee 2001

International Joint Conference on Neural Networks, Organizing Committee 2000

ANNIE, 1999, Conference Committee 1999

Conference Chair, IEEE ITAB ’98 an International Workshop inInformation Technology in Biomedical Engineering 1997-1998

Organizing Committee of ISIE ‘97-98 1996-1998

Organizing Committee of ISIE ‘96 Track of Emerging Technologies (Chair) 1995-1996

Conference Chair, IEEE International Symposium on Industrial Electronics,(ISIE ‘95), Athens, Greece July 1995

Publications ChairRNNS/IEEE Symposium on Neuro-informatics & Neuro-computers 1995

Steering Committee of the International Conference on Digital Signal Proc.(ICDSP’95) Limassol Cyprus, July 26-28 July 1995

IEEE/EMBS Annual Conference, International Committee Chair Nov 1994

IEEE/EMBS Workshop Organizer Nov 1994

IEEE/EMBS Neural Networks Symposium Organizer Nov 1994

IEEE/EMBS Visualization Session Chair Nov 1994

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IEEE/EMBS Neural Network Track Chair Nov 1994

IEEE/EMBS Visualization Session Chair Oct 1993

IEEE/EMBS Workshop Organizer Oct 1993

INTERNATIONAL SIMULATION TECHNOLOGY MULTICONFERENCE 1993SimTec93 * WNN93 * FNN93 Steering Committee

ANNIE Conference Program, Committee Member 1993-1997

International Conference on Digital Signal Processing July 1993Program Committee, Nicosia, Cyprus

International Conference on Computer Applications to Engr. July 1993Systems, Program Committee

International Joint Conference on Neural Networks, Program Oct 1993

Committee and Publicity Co-Chair, Nagoya, Japan19th IEEE Northeast Bioengineering Conference, March 1993

Publications ChairRNNS/IEEE Symposium on Neuro-informatics & Neuro-computers Oct 1992

Program Committee and Invited Speaker- Rostov, Russia

International Biomedical Engineering Days, Symposium Organizer Aug 1992

Biomedical Applications of Parallel Processing and Artificial

Neural Systems and Plenary Speaker, Istanbul, Turkey 1992

IEEE/IES Emerging Technologies Council, Technical Committee 1992-presenton Industrial Applications of Neural Networks, Chair

IEEE/EMBS Neural Network Track Chair Nov. 1991

IEEE/EMBS Workshop Co-Organizer Nov. 1991

IEEE/EMBS, Neural Networks Track Chairperson, 1989-1991

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10th, 11th, 12th Ann. International Meetings IEEE/EMBS

Computers in Medicine, Symposium Organizer, NJIT, May 5, 1990

Organizer, 1st Student IEEE/EMBS Conference at Rutgers 1988

Chair, IEEE/EMBS Technical Committee on Neural Networks 1987

Organizer of Session on Visual Evoked Potentials, IEEE/EMBS 1987

Organizer of Symposium on Neural Networks, IEEE/EMBS 1987

Organizer of Sessions on Visual Evoked Potentials, 1985IEEE Frontiers in Medical Care

Organizer of Symposium on Visual Evoked Potentials, EMBS Conf. 1984

IEEE National and International Appointments

Positions of Leadership

Chair, IEEE Technical Activities Board Nominations and Appointments 2006

IEEE Awards Board, Nominations for the Medal of Honor, Chair 2004, 2005, 2006

Chair, IEEE NTDC-Brain to Computer Interface Committee 2006, 2007

IEEE Division X Director (elected by the membership of 8 IEEE Societies) 2005, 2006

Chair, IEEE NTDC-Biometrics Committee 2005, 2006, 2007

Chair, N&A Committee of IEEE Awards Board 2004, 2005, 2006

Chair, N&A Committee of IEEE Computational Intelligence Society 2004, 2005

IEEE Technical Activities Board (TAB) N&A Committee, Member 2004, 2005

IEEE Fellow Committee 2004

Past Chair IEEE Awards Board 2004, 2005, 2006

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Past President IEEE Neural Networks Society 2004, 2005

President, IEEE Neural Networks Society 2003

President Elect, IEEE Neural Networks Society 2002

IEEE Awards Board Chair 2002, 2003

Elected Vice President for Conferences, IEEE Neural Networks Council 2000, 2001

Elected Vice Chair Awards Board 2000, 2001

Committees

IEEE Technical Activities Board, Brain to Computer Interface Committee, Chair 2006-2007

IEEE Technical Activities Board, Biometrics Committee, Chair 2005-2007

IEEE-USA Emerging Technologies Committee 2004

IEEE Technical Activities Board, Nominations and Appointments 2004-2005

IEEE Technical Activities Board, Periodicals Committee 2004

ADCOM IEEE Nanotechnology Council 2002, 2003

Elected Chair Awards Board of Policy and Planning Committee 2000, 2001

Elected Vice Chair Awards Board of Policy and Planning Committee 1999

Awards Special Events Chair 1999

Elected Vice Chair Awards Board of Policy and Planning Committee 1998

IEEE Neural Networks Council, Technical Activities Chair 1999

IEEE /IES Educational Committee Chair 1996-1999

IEEE Neural Networks Council, Conferences Committee 1998-1999 Appointed as a member at Large in the IEEE-Awards Board, Policy and Planning Committee 1998

IEEE/EMBS Adcom Publications Committee 1999

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IEEE/EMBS Adcom Representative to NNC 1998-1999

IEEE/EMBS Awards Committee 1998-1999

IEEE-USA Activities Board on Biomedical Technology 1995-present

IEEE/EMBS Fellows Committee 1996-1998

IEEE/NNC-IES Representative 1992-1997

IEEE/EMBS Adcom Member at Large (elected position), two terms 1996-1999

IEEE Neural Networks Council, Fellows Committee 1992, 1995, 1996

IEEE IES Adcom Member 1994-present

IEEE Council on Neural Networks, Secretary 1990-1991

IEEE Council on Neural Networks, Bylaws Committee Chair 1989-1991

IEEE Ad Hoc Committee on Standards on Neural Networks, Chair 1989-1991

IEEE Committee on Standards, Chair of Paradigms Working Group 1991-1999

IEEE Neural Network Committee, Secretary 1989-1990

IEEE Neural Network Committee, EMBS Representative 1987-1989

IEEE Frontiers in Medical Care 1985-1986

MEMBERSHIP IN SCIENTIFIC SOCIETIES (Not all current)

1. NY Academy of Science 2. ARVO (Association for Research in Vision and Ophthalmology) 3. IEEE Society in Medicine and Biology 4. Biophysical Society 5. Society for Neuroscience 6. Austrian Society for Cybernetic Studies 7. American Association for the Advancement of Science 8. ACM Society 9. New Jersey Academy of Medicine 10. International Neural Network Society

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11. IEEE Council on Neural Networks 12. Society of Women Engineers (SWE), Honorary Life Member

13. IEEE Industrial Electronics Society (IES) EDUCATIONAL DEVELOPMENT ACTIVITIES AT RUTGERS • Instigated, Proposed and Established the Undergraduate Curriculum in Biomedical

Engineering 1995-1999

• Graduated the first Undergraduate Class of BME 2000 • Proposed and received approval on new graduate/undergraduate courses:

125:491, 492 Bioelectric Potentials (with J. Li) 125:405 - Introduction to Neural Processes

125:416 - Pattern Recognition in Machines and Biological Systems125:516 - Visual Pattern Recognition

125:526 - Brain Dynamics 125:610 - Advanced Topics in Computers in Biomedical Engineering 125:615 - Advanced Topics in Brain Research 125:620 - Neural Networks and Neuro-computing

• Restructured and taught other graduate/undergraduate courses:

125:520 - Neuroelectric Systems 125:518 - Computer Applications in Biomedical Engineering

125:450 - Science and Engineering in Medicine 123:210 – Systems and Devices

• Other Courses Taught

125:628- Clinical Practicum 125:402- Senior Design

330:413- Introduction to Biomedical Engineering I 330:414- Introduction to Biomedical Engineering II 125:525- Biological Control Systems

125:601, 602, 603,604 - Seminars in Biomedical Engineering 125:401- Introduction to Biomechanics, selected topics/Simulations 125:522- Prosthetics and Orthotics, selected topics/Simulations 751:501- Mammalian Physiology, Selected topics/Simulations 125:315- Measurements in BME, EEGs, VEPs section

• Developed New Undergraduate Courses

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125:420 -Intro to Neural Processes125:416 -Pattern Recognition in Machines and Biological Systems

125:491- Bioelectric Potentials (with J. K. Li)

POSTDOCTORAL FELLOWS/VISITING SCHOLARS

Dr. Tae Soo Chon from Seoul University, Korea, 1988-1990 (supported by NSF) Dr. Liza Chitsura, 1990-1991, (Supported by NSF)

Dr. Gudrun Zahlman, 1991-1992, (supported by NJCST)Dr. Doerte Gerhardt, 1992 (supported by NJCST)Dr. L. Melissaratos, 1994-1996 (supported by UMDNJ Foundation)Dr. A. Medl, 1996-1997 (Hungary)Dr. Jong Man Cho, from Inje University, Korea (1996 - 1998)Dr. Paula Munoz, Rutgers University 1999-2000 (supported by SROA)

Douglass Project SUPER Internships

Support for first year Douglass Students interested in Math, Science and Engineering.1995 Julia Su1995 Kai Blissett1996 Yvonne Hsieh1996 Ebony Brooks1997 Tiffany Mayfield1998 Tiffany Mayfield

1998 Anika Boddie1999 Midhumita Patel

2000 Mona Maaty2002 Sabbah Chaudhry2002 Madeep Kaur2003 Shivani Patel2004 Shivani Patel

Douglass Science Summer Stipend

For Douglass students above sophmore year to encourage to do research

1996 Kai Blissett1997 Kai Blissett1998 Kai Blissett

Summer ’97 – RU-MAP Program

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Served as primary mentor to:

High School StudentsMeinwoe KplorlorChristos Diaz

AndHigh School TeachersCrystal RoundtreeMargaret Sheridan

DISSERTATIONS AND THESES

A. Completed: (Present position is shown in parenthesis)

Ph.D. Degrees

1. Stathis Leondopulos, “A Study on Adaptive Stimulation of the Basal Ganglia as aTreatment for Parkinsonism ( ) April 2007.

2. Ruksana Azhu Valappil, “Cognitive Study of Parkinson’s Disease: A MultimodalApproach” Oct. 2006.

3. Zian Zheng, “ An Accurate and Efficient Target Localization Method for StereotacticNeurosurgery of Parkinson’s disease”, ( TeraRecon, Inc. Ca), October 2006.

4. Bin Zhu, " A Novel Michrophone Array for Hearing Aids Based on IndependentMultiband Beamforming" (General Devices) Dec 2005.

5. Paul Wojnicki, “Quantification of Image Colorization with Visual Evoked Potentialsand Functional Magnetic Resonance Imaging”, (Icy Cools) May, 2004

6. Robert Beetel, “The role of Sensory Conflict in Phantom Limb Pain”, February, 2004(US-Surgical)

7. Elizabeth Uyeda, “A Visual Evoked Potential Study of the Effects of Attention onSpatially Random Noise” (Adjunct Faculty, Rider Univ.) March, 2003.

8. Jennifer Hamilton, “Analysis of Physiological Function in the Globus Pallidus withNeural Networks” (MD-Ph.D) Jan. 2000 (Fellow, RWJ-UMDNJ).

9. Michael Anderson, “Automated Computer-Brain Feedback System for AuditoryStimulus Optimization” (Ph.D) Jan. 1999 (US Patent and Trademark Office)

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10. Yasemin Akay, " Analysis of Fetal and Newborn Heart Rate Variability usingWavelet Transforms and Neural Networks” (Ph.D) Jan. 1998 (Research AssistantProfessor in the Harrington Department of Bioengineering, Fulton School ofEngineering, Arizona State University)

11. Antoine B. Abche, “A New Method for Multimodal 3D Image Registration UsingExternal Markers,” (Ph.D), Oct. 1996, (Co-advising with Dr. G. Tzanakos) (Assoc.Prof. Univ. of Beirut)

12. Timothy R. Cooley, “An Automated System for the Classification of Mammograms”May 1996 (Ph.D in Computer Science) (Lt. Colonel, Assoc. Prof., Air ForceAcademy, Denver Colorado).

13. Cheng Yi, “Ultrasonic Myocardial Tissue Characterization Using Neural Networks,May 1996 (Ph.D) (Senior Scientist, Lucent Technologies, NJ)

14. Ahmet Ademoglu, "Wavelet Analysis of VEPs," Co-advisor with G. IstefanopoulosBogazici Univ., Turkey 1995 (Ph.D) (Assoc. Professor Bogazici, Univ, Turkey)

15. Woogon Chung, "A strategy for image pattern classification", Oct., 1994. (Ph.D inElectrical Engineering) (Assoc. Prof, Sung Kyun Kwan University, Korea)

16. Timothy Dasey, "Unsupervised Global Optimization in the Classification ofHandwritten Digits and Visual Evoked Potentials", October, 1991 (Ph.D) (Assist.Group Leader, MIT Lincoln Laboratories, Mass.

17. Jocelyn A. Mitchell-Depew, "Complex and Color Pattern Visual Evoked Potentialsin Controls and Multiple Sclerosis Patients" May 1990 (Ph.D) (M.D., 1997,Robert Wood Johnson Medical School—Private Practice).

18. Fakhita Aafif-Ragragui (Electrical Engineering Graduate Student), "Extraction of VEPWaveforms using the LPC Technique" October 1989 (Ph.D) (Professor, Dept. ofElectrical Engineering, University of Morocco)

19. Seth Wolpert, "A VLSI-based realization of a Neuromime", July 1989 (Ph.D)(Assoc. Professor, Department of Electrical Engineering, University of Pennsylvania)

20. John Ingeholm, "A System for Visual Studies with Applications in Visual EvokedPotentials" July 1987 (Ph.D) (Senior Scientist, Department of Psychology, NIH)

Master of Science Degrees

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1. Prachi Parikh, “Drowsiness Detection while Driving using Fractal Analysis andWavelet Transform, ( )July 2007

2. Brett DeMarco, “ A Multi-Resolution Analysis of the Effect of the Effect of FaceFamiliarity on Human Event Related Potentials” ( Epics Systems, Michigan), January,2007

3. Ju Hyun You, “Brain Saggital MRI Registration with a Fourier Based Algorithm”, (Goldman Sacks (Siemens), Japan) October, 2006

4. Hassan Sheikh, “Echocardiographic Phenotyping and the Genotype Classificationusing Neural Networks”, (Cisco Ottawa, Ca), October 2006

5. Tejas H. Sanghavi , “Design of an ALOPEX Architecture and its Application toAdaptive Deep Brain Stimulation (ADBS)” October 2004

6. Arvind Sridhar “Analog CMOS Model of Parkinson’s Disease” October 2004

7. Paras P. Jasani “Implantable Electrode Design with CMOS Circuit Interface for NeuralProbes”, January 2005

8. Ziad Saem-El-Dahr “ W-CORE: A Multidimensional Wavelet-based ImageCompression/Reconstruction Technique” (Clinical Specialist at Medtronic) October2004.

9. Gopinath Venkatasubramaniam, “ Design of an Optimal Base-band Processor forParkinson’s Brain Implant” June 2004

10. Lu Wang, “Intelligent Cytological and Histological Diagnosis Based on MedicalImages”, May 2002.

11. Elizabeth Uyeda “Visual Evoked Potential Study of Attention”, May 2002.

12. Paul Wojnicki, “The Effect of Color on Visual Evoked Potentials” May, 2002.

13. Wen Zhuo, "Hardware and Control Software Design of a new Digital Hearing Aidbased on fixed Microphone Arrays", Oct. 1998, (Deseased)

14. Bin Zhu, "Beamforming Hearing Aids Using a Parallel Sliding DFT Array withIntegrated Frequency Equalization", Oct. 1998

15. Cynthia Yoshie Enderwick, “Two Approaches in the Automated Classification ofMammograms,” May 1997 (HP San Hose, Ca)

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16. Jennifer L. Hamilton, “Neural Network Simulation of Temporal Gradient Associatedwith Memory Loss in Alzheimer’s Disease,” May 1997

17. Sergey Aleynikov, “A Database Image Management System with AutomatedClassification of Retinal Abnormalities,” May 1997 (IDT, Clifton, NJ)

18. Raymond Iezzi, “Biofeedback Modulation of Human Visual Evoked Potentials (M.D1994), M.S. May 1996 (Ass. Prof., Kresge Institute, Michigan)

19. Michael Anderson, Sr., “Electrophysiological Study of Resonant Tuning in theAuditory System of the Frog Rana Pipiens, May 1996 (Postdoctoral Fellow, JohnsHopkins, Md)

20. Russell Kronengold, "Drug delivery in anesthesia" (Co-advisor with Dr. S. Klein), May1995

21. Daniel A. Zahner, "Design and Implementation of an Analog VLSI Adaptive Algorithmwith applications in Neural Networks", (M.S.) May, 1994 (Data Scope, Paramus, NJ)

22. Francis Phan, "Speaker Identification through Wavelet Multiresolution Decompositionand ALOPEX", (M.S.) May 1994 (Twelve Tone, Inc., Multimedia, Boston, MA).

23. Nicolas Cottaris, "Multi-Neuronal Studies in the Optic Tectum of the Frog, RanaPipiens", (M. S.) April, 1992 ( Ph.D, Berkeley, Neuroscience Program, Ass. Prof.Kreske Institute, Michigan)

24. Michael Vogia, "Neural Network Modelling Using Features of the MammalianVisual System", August 1990 (M.S.) (Ultra Technologies, Princeton, NJ)

25. Gayle M. Binge, "A Fourier Compression/Reconstruction Technique" April 1989(M.S.) (General Electric, N.J)

26. Edson B. Moody, "Frequency Domain Parameterization of Visual Evoked Potentials:Applications in the Diagnosis of Alzheimer's Disease", September 1987 (M.D.-M.S)(Department of Nuclear Medicine, Vanderbilt University)

27. Mary Lou Mallon, "Latencies of the Spatial Components of the Retinal Ganglion CellReceptive Field", September l986 (M.S.) (George Mason University, Virginia)

28. David Mark Noshay, "The DIGA-neuron: A Digitally Controlled Analog Neuron",September l986 (M.S) (MATRIX Co. N.Y)

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29. Kathleen O'Malley, "Contrast Sensitivity and Pattern Dependence of Visual EvokedPotentials", May 1985 (M.S) (AT&T Labs, California)

30. Ellen Ball, "Visual Receptive Field Mapping: A Comparison Between Spatio-Temporal Fields for Adjacent Neurons", May 1984 (M.S) (Children's Hospital,Mass)

31. Lawrence Haber, “ALOPEX simulations of noise reduction of EEGs for VisualEvoked Potentials Extraction”, May 1983 (MS)

Honors Theses

1. Raymond Iezzi, "Spike Train Analysis using Tomographic Techiques" September 1986 (Junior Honors Thesis).

2. Raymond Iezzi, "Multi-Unit Recordings in the Frog's Visual System" April 1987(Senior Honors Thesis).

3. Reisbeck Tobias, “Which information of an image is recognized by the Brain?,Spring, 1992 (Diploma thesis, Munich Univ.)

4. Jeremy Bricker, “Three Dimensional Neural Networks,” May 1996 (Senior HonorsThesis, Physics Dept.)

5. Michael Tadross, "Genetic Algorithms for adaptive Neural Networks” SladeScholar, 1999

6. Cameron Whitehouse, “3d-Neural Networks”, Slade Scholar, 1999.

7. Marc Carmichael, “Phantom Limb Sensations with Evoked Potentials” 2000 (SladeScholar)

8. Biren Minstry “Phantom Limb with EMGs” 2000.

9. Susanna Bakhran “Retinal Diagnosis of Diabetes” Munich Univ. Germany, 2001,Diploma Thesis (Supported by Siemens).

10. Danniela Busse “Classification Of Digital Fundus Images By Neural Networks”Munich Univ. Germany, 2003, Diploma Thesis, (Supported by Siemens).

11. Andrew Boxer "Development of a Graphical Interface for Spike Train AnalysisUtilizing Fuzzy Logic", Slade Scholar, 2003.

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12. Squire Servance “Microelectrode Recordings: Localization and Analysis”, SladeScholar, 2004.

BME Honors Academy

1. Natan Davidovics “Animal Model of Parkinson’s Disease” (2003-2005)

2. Hebah Gabale “ Comparison of Biometric Security Systems” (2004-2005)

3. Mehdi Doumi “Comparison of Biometric Security Systems” (2004-2005)

Ph.D.'s In Progress

1. Jeffrey Erickson “Development of a Novel High Degree of Freedom RoboticManipulator for Prosthetic Hand Applications”, Fall 2007

2. Yuwen Zhang, “3D Face Recognition: A Multimodal Approach” 2008

Master of Science In Progress

1. Maynard Exum, “ An integrated System for the Paraplegic” Spring 2007

Senior Design Students

1. Jonathan Walton “Detection of Drowsiness while driving” (2006-2007)

2. Louis Ortega “A Portable Device for the Blind” (2005-2006).

3. Devin Fensterheim “A Portable Device for the Blind” (2005-2006).

4. Abraham Massry “A Portable Device for the Blind” (2005-2006).

5. Christopher Rock “A Portable Device for the Blind” (2005-2006).

6. Nilam Babaria “Sickle Cell Anemia with Neural Networks” (2005-2006)

7. Christine Awad “ Drowsiness and Driving” (2004-2005)

8. Divya Ragunathan “Drowsiness and Driving” (2004-2005).

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9. Natan Davidovits “ VEPs of Parkinson’s Patients with Fractals” (2004-2005)

10. Arthur Mikhno “ Retinal Network” (2004-2005).

11. Saba Ali (BME) “Color in VEPs of Mamograms” (2004-2005).

12. Jay Patel (BME) “VEPs of Symmetric and Asymmetric Faces” (2003-2004).

13. Qawi Telesford (BME) “3D-Corregistration of MRI and fMRI” (2003-2004).

14. Kibum Kim (BME) “3D-Corregistration of MRI and fMRI” (2003-2004).

15. Squire Servance (BME) “EEG processing with Fractals” (2003-2004).

16. Trent Lyons (BME) “ EEG Analysis with Wavelets” (2003-2004).

17. Andy Boxer (BME) “Cortical Reorganization in Phantom Limb Sensation” (2002-2003).

18. Kelly Greco (BME) “Labview Simulation of the Neural Pathways involved inParkinson’s Disease-Network Design” (2001-2002).

19. Justine Galloway (BME) “Labview Simulation of the Neural Pathways involved inParkinson’s Disease-Pharmacological Simulation” (2001-2002).

20. Marios Philiastides (BME) “Novel Approaches in Multimodal Imaging for Parkinson’sdisease” (2000-2001).

21. Vinit Goradia (BME) “Multisynaptic Chains- A Java Environment for Learning” (2000-2001).

22. Patel (BME) “ Prediction of Surgery Success in Laminectomies using NeuralNetworks” (2000-2001).

23. Harvey Singh (ECE)“ Portable Computer Vision for the Blind” (2000-2001).

24. Neel Amin (ECE) “Portable Computer Vision for the Blind” (2000-2001).

25. Marc Carmichael (ChE) “Modeling the Phantom Limb Pain” (1999-2000).

26. Biren Minstry (ChE) “Animal Model of Parkinson’s Disease” (1999-2000).

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GRANTS OBTAINED

External Grants from Agencies and Foundations:

1. PI "New Approaches to Visual Receptive Field Mapping with ClinicalApplications," Whitaker Foundation, $110,995 (1981-1983).

2. PI "Spatio-temporal Characteristics of Visual Receptive Fields," NSF $48,000.(1982-1984).

3. PI Equipment from Technicare, Inc., one time donation $100,000. (1982).

4. CO-PI "Image Processing, Vision and Computer Vision Networking System," NSF(1985), $40,000 (with D. Daut).

5. PI AMOS Foundation Fellowship (1986-1987) $9,500

6. PI "Neuron on a chip fabrication" (MOSIS project). NSF (1987) Unlimitedbudget (the budget is adjusted according to the needs of chip fabrication persemester), unlimited duration.

7. PI "AT&T, Digital Signal Processing University Research Program" (1987)$3,595.

8. PI "A Skin Cancer Diagnostic System" Robert Wood Johnson Medical School,(1989-1990) $15,000.

9. PI "A Neural Network realization of an image processing system" NSF (1988-1991) $309,883.

10. PI AMOS Foundation Fellowship (1990-1991) $5,000.

11. PI "Classification of Brain Waveforms with an Expert System", NJCST (1991-1992) $123,355.

12. PI "Echocardiography with Neural Networks", UMDNJ Foundation 1991-1995,$109,046.

13. PI "3D-imaging of the heart from echocardiographic signals," UMDNJ

Cardiovascular Institute, $14,000 (1994).

14. PI“Tissue Characterization for Myocardial Infarction,” UMDNJ CardiovascularInstitute, $10,000 (1995)

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15. Co-PI “Resonant Tunning in the Frog’s Ear,” Michael Anderson (PI), NIH, $63,147for 3 yrs (1996-1998).

16. PI "Limitations of Hearing Aid Devices" (with Dr. S. Sideman, Technion, Univ.,$550,000 ($331,900 to Rutgers) from Herzstein Foundation. (1992-1998).

17. PI "3D Imaging in Pallidotomies, " UMDNJ Neurosurgery $27,500 (1997-1998)

18. PI "3D Imaging and Physiological Signal Analysis", "UMDNJ Neurosurgery$50,000 (1998-2000)

19. PI “Nerve Conduction Velocity in Normal and NOCC treated rats”, Cytonics, Inc.$8,250, 1999.

20. PI “Web-based Data Base” IEEE Foundation, $ 50,000, (1999-2001)

21. PI “Web-based Data Base” IEEE Foundation, $ 12,000, (2001-2002)

22. Co-PI “Modular Neural Networks for Pattern Recognition in BiometricsApplications" (P. Mellin, PI, University Of Mexico, Tijuana) $ 80,000, (2006-2008)

University Support

1. "Visual Receptive Fields with Response Feedback," Research Council (1981)$3,000.

2. "More on Visual Receptive Fields," Research Council (1982) $1,440.

3. "Logarithmic Representation of Patterns onto the Visual Cortex," Research Council (1983) $1,000.

4. "Neuron on a Chip," Research Council (1984) $1,500.

5. "Visual Evoked Potentials with Response Feedback," BSRG (1981) $6,880.

6. "Visual Evoked Potentials with Response Feedback, continued," BRSG (1982)$1,200.

7. "Representation of Patterns onto the Visual Cortex - the 2-DG Method," BRSG(1982) $700.

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8. "Multiple Unit Recordings in the Visual System of the Frog," BRSG (1984)$4,500.

9. "Spike Recognition by Stroke Density Function Calculation," BRSG (1985) $3,985.

10. "General Support" Research Council (1987) $2,000.

11. "Can ALOPEX tell what you are Thinking?" Busch Memorial Fund, (1989-91)$7,000.

12. "An Unsupervised Neural Network System for Pattern Recognition", ResearchCouncil (1991) $1,500.

13. "The Use of Neural Networks to match Moment Invariants in Parallel for a Systemto Aid the Visually Impaired", Busch Memorial Fund (1991-1993) $7,500.

14. "Mammography with Neural Networks", Research Council, (1994-1995) $2,499.

15. “An Internet facility for Pallidotomies” SROA $30,000, one year, 1997-1998.

16. “An Internet facility for Pallidotomies” SROA, $70,000, one year, 1999-2000.

17. “Human Factors in Intelligent Vehicles” SROA, $48,000, one year, 2000-2002

18. Co-PI “Virtual Movements/EEGs “ SROA, $5,000/$60,000, one year,2003

Grants for departmental purposes

Several for equipment and computer components as well as for building renovations.

PUBLICATIONS

Books

1. Pattichis, C.S., Schizas, C.N., Micheli-Tzanakou, E., and Pattichis, M.S. editors, Handbook of Computational Intelligence in Medical Systems, to appear in 2007, Biomedical

Engineering Series, Kluwer Academic/Plenum Publishers, New York, NY.

2. Supervised and Unsupervised Pattern Recognition :Feature Extraction inComputational Intelligence CRC Press, 371 pages, Jan 2000. (Also listed inENGnetBASE www.biblioteca.ceit.es/ENGnetBASE_titlelist_2003.xls )

3. Neuroelectric Systems, NYU Press, (1987), 478 pages (with Sid Deutsch)

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Out of print.

Edited Books (Book Series Editor):

1. Handbook of Biomedical Image Analysis, Biomedical Engineering Topics, KlewerAcademic/ Plenum Publishing, J. S. Suri, D. L. Wilson, S. Laxminarayan, Vol I:Segmentation Models, Part A (2005)

2. Handbook of Biomedical Image Analysis, Biomedical Engineering Topics, KlewerAcademic/ Plenum Publishing, J. S. Suri, D. L. Wilson, S. Laxminarayan, Vol II:Segmentation Models, Part B (2005)

3. Handbook of Biomedical Image Analysis, Biomedical Engineering Topics, KlewerAcademic/ Plenum Publishing, J. S. Suri, D. L. Wilson, S. Laxminarayan, Vol III:Registration Models, (2005)

4. Frontiers in Biomedical Engineering, Biomedical Engineering Topics, Klewer Academic/Plenum Publishing, N.H.C Hwang and S. L-Y. Woo (2003)

5. PDE and Level Sets: Algorithmic Approaches to Static and Motion ImageryBiomedical Engineering Topics, Klewer Academic/ Plenum Publishing, J. Suri and S.Laxminarayan (2002)

6. Models of the Visual System, Biomedical Engineering Topics, Klewer Academic/ PlenumPublishing, G. K. Hung and K. C. Ciuffrieda (2002)

7. Signals and Systems in Biomedical Engineering, Biomedical Engineering Topics, KlewerAcademic/ Plenum Publishing, S. D. Devasahayam (2000)

Conference Proceedings:

1. Proceedings of ITAB’98, IEEE Press (260 pages) (1998)

2. Proceedings of ISIE ’95, IEEE Press (991 pages) (1995)

Book Reviews and Tutorials

1. Medical Image Understanding Technology by R. Tadeusiewicz and M. R. Ogiela Eds. (NewYork: Spronger Verlag, 2004, pp. 156, ISBN: 3-540-21985-4). Appeared in IEEE Trans. OnNeural Networks, Vol. 16, No. 4, July 2005, pp. 1007-1008.

2. Computer Analysis of Electrophysiological Signals, ed. by E. J. Dempster. New York:Academic Press, 1994. Appeared in Annals of Biomedical Engineering, Vol. 23, pp. 441.

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3. Computational Intelligence - A tutorial. (71 pages) given as handout to attendees.

Book Chapters

1. Micheli-Tzanakou, E.: "The Nervous System", The Biomedical Engineering Handbook, J.Bronzino, Ed., CRC Press, Inc., Chap. 3, pp. 22-32 (1995). (INVITED) and Second Edition,Ch. 3, pp 3-1 to 3-11, (2000).

2. Micheli-Tzanakou, E.: "Neural Networks in Biomedical Signal Processing",The Biomedical Engineering Handbook, J. Bronzino, Ed., CRC Press, Inc. Ch. 60,pp. 917-931 (1995). (INVITED) and Second Edition, Ch. 58, pp 58-1 to 58-15, (2000).

3. Zahner, D., Micheli-Tzanakou, E.: "Artificial Neural Networks: Definitions, Methods andApplications", The Biomedical Engineering Handbook, J. Bronzino, Ed., CRC Press, Inc.,Chapter 184, pp. 2689-2705, (1995). (INVITED) and Second Edition Ch 182, pp 182-1 to182-17, (2000).

4. Kostis, W. J., Yi, C. and Micheli-Tzanakou, E.: "Estimation of Long-Term Mortality of Myocardial Infarction Using a Neural Network based on the ALOPEX Algorithm", in Comparative Approaches in Medical Reasoning, M.E. Cohen and D.L. Hudson, Eds. Vol. 3,

pp. 93-105, Publisher: World Scientific, (1995) (INVITED).

5. S. Wolpert and Micheli-Tzanakou, E.: "Neurally Inspired Intergrated Circuits", IndustrialElectronics Handbook, Chapter 61, pp. 874-881, CRC Press Inc. (1997) and 2nd Edition(2000), (INVITED).

6. Chung, W. and Micheli-Tzanakou, E.: "On Classifiers: An Overview," Industrial ElectronicsHandbook, Chapter 80, pp. 1055-1080, CRC Press, Inc. (1997) and 2nd Edition (2000)

(INVITED).

7. Fazal, F.A. and Micheli-Tzanakou, E.: “Studies of Pattern Recognition with Self-LearningLayered Neural Networks,” Industrial Electronics Handbook, Chapter 72, pp. 975-989, CRCPress, Inc. (1997) (INVITED).

8. Dasey, T.J. and Micheli-Tzanakou, E.: “Neural Fuzzy Systems in Handwritten DigitRecognition,” Industrial Electronics Handbook, Chapter 95, pp. 1231-1258, CRC Press, Inc.(1997) (INVITED).

9. Zahner, D. and Micheli-Tzanakou, E.: ALOPEX and Backpropagation,” Industrial Electronics Handbook, Chapter 69, pp. 942-949, CRC Press, Inc. (1997) (INVITED).

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10. Chung, W. and Micheli-Tzanakou, E.: “A System for Handwritten Digit Recognition,”Industrial Electronics Handbook, Chapter 70, pp. 951-964, CRC Press, Inc. (1997)(INVITED).

11. Micheli-Tzanakou, E. and Dasey, T. J. “A Three Dimensional Neural Architecture”,Encyclopedia of Electrical and Electronics Engineering, John Wiley & Sons, Inc. publishers,Vol 14, pp. 240-244, 1999 (INVITED).

12. Micheli-Tzanakou, E. “Biologically Inspired Modular Neural Networks” Encyclopedia ofElectrical and Electronics Engineering, John Wiley & Sons, Inc. publishers, Vol 14, pp. 272-277, 1999 (INVITED).

13. Micheli-Tzanakou, E. and Nievies A. “ The Nervous System” in Principles andApplications in Engineering, J. D. Bronzino, Ed. Vol. 1, Ch. 3, pp. 3.1-3.14, 2006

14. Micheli-Tzanakou, E. : “Neural Networks in Biomedical Signal Processing” in MedicalDevices and Systems, J. D. Bronzino, Ed., Vol. 2, Ch. 7, pp. 7.1-7.14, 2007

Book Chapters in Press1. Micheli-Tzanakou, E. "Applications of Neural Networks in Biomedical Signal Analysis," in

Neural Engineering, Eds. Y. I. Kim and N. Thakor, Springer-Verlag Publ., New York, NY,(INVITED).

2. Micheli-Tzanakou, E. "Neural Networks and Visual Processing," in Neuroscience and Neural Networks - Efforts towards an empirical synthesis. Eds. P. G. Madhavan, S. Ochs, K. Pribram and P. Werbos, Eds. Elbaum and INNS. (INVITED).

3. Micheli-Tzanakou, E: “Speech, Hearing and Vision (Biocommunication)”, Encyclopedia ofElectrical and Electronics Engineering, John Wiley & Sons, Inc. publishers, Vol 28, BiomedicalEngineering (INVITED).

4. Micheli-Tzanakou, E. “Computers in Surgery and Diagnosis” Encyclopedia of Electrical andElectronics Engineering, John Wiley & Sons, Inc. publishers, Vol 29, Biomedical Engineering(INVITED).

5. Leondopulos, S. and Micheli-Tzanakou, E., “Biologically Inspired Neural Computation” inEncyclopedia of Comp. Science and Engineering, John Wiley & Sons Inc. (In Press)

6. Sharma, K. and Micheli-Tzanakou, E., “Artificial Neural Network Applications “ inEncyclopedia of Biomaterials and Biomedical Eng. Taylor & Francis Books/ EncyclopediaPrograms (Accepted)

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Refereed Journal Articles

1. Harth, E. and Tzanakou, E., "A Stochastic Method for Determining Visual Receptive Fields,"Vision Res., 14, 1475-1482 (1974).

2. Tzanakou, E., Michalak, R. and Harth, E., "The ALOPEX Process: Visual Receptive Fieldsby Response Feedback," Biol. Cybernetics, 35, 161-174 (1979).

3. Micheli-Tzanakou, E., "Visual Receptive Fields and Clustering," Behavior Research Methods and Instrumentation, 15 (6), 553-560 (1983).

4. Micheli-Tzanakou, E., "An Automated System for Visual Studies," J. of Medical System, 8(6), 507-519 (1984).

5. Micheli-Tzanakou, E. and Ingeholm, J., Jr. and Haber, L., "Collection and Storage Data forEvoked Potentials Studies - A Data Base," Computer Programs in Biomedicine, 18, 51-60(1984).

6. Micheli-Tzanakou, E., "Nonlinear Characteristics in the Frog's Visual System," Biolog. Cybernetics, 51, 53-63 (1984).

7. Stiles, M., Micheli-Tzanakou, E., Michalak, R., Unnikrishman, K. P. Goyal, P. and Harth,E., "Temporal Response Characteristics in Frog (Rana pipiens) Optic Tectum," Exper.Neurology, 88, 176-197, (1985).

8. Micheli-Tzanakou, E., Brown, B. and Ingeholm, J., Jr., "Screen Analysis with Visual EvokedPotentials," J. of Med. Systems, 9 (3), 145-153 (1985).

9. Micheli-Tzanakou, E. and Ball, E., "Spatio-Temporal Characteristics of Frog Ganglion Cells," IRSC Medical Sciences 13, 166-167 (1985).

10. Moody, E.B., Chokroverty, S. and Micheli-Tzanakou, E., "Frequency Domain Analysis ofVisual Evoked Potentials in Alzheimer's Disease," J. of Clin. Neurophysiology 4(3), 231-232,(1987).

11. Moody, E.B., Chokroverty, S. and Micheli-Tzanakou, E., "Evaluation of Alzheimer's andHuntington's diseases by VEP Waveform Conformation Analysis" Neurology 38 (Suppl.1) 370 (1988).

12. Micheli-Tzanakou, E.: "Neural aspects of Vision and Related Technological Advances". Proc. IEEE 76(9), 1130-1142, (1988).

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13. Moody, E.B., Micheli-Tzanakou, E. and Chokroverti, S.: "An Adaptive approach toSpectral Analysis of Pattern-Reversal Visual Evoked Potentials". IEEE Trans. in BME,36(4) 439-447, (1989).

14. Micheli-Tzanakou, E.: "A PC-Based System for Visual Evoked Potential Studies," J. of Medical Systems 13(1), 31-35, (1989).

15. Melissaratos, L. and Micheli-Tzanakou, E.: "The Parallel Character of the ALOPEX Process," J. of Medical Systems Vol. 13(5) 243-252, (1990).

16. Melissaratos, L. and Micheli-Tzanakou, E.: "Correction on: Complete Discrete 2-D GaborTransforms by Neural Networks for Image Analysis, by Daugman" IEEE Trans. onAcoustics, Speech and Signal Processing, Vol. 38(11), 2005, (1990).

17. Wang J. Z. and Micheli-Tzanakou, E.: "The Use of the ALOPEX Process in Extractingnormal and abnormal visual evoked potentials", IEEE-EMBS Magazine Special Issue on DSPV9(1) 44-46 (1990).

18. Micheli-Tzanakou, E.: "When a feature extractor becomes a feature generator", IEEE-EMBSMagazine Special Issue on Neural Networks, pp.19-22, Sept. (1990).

19. Eberhart, R. and Micheli-Tzanakou, E.: "Neural Networks for Engineering in Medicine andBiology", IEEE Transactions on Neural Networks, Vol. 1, No. 4, 305-306 (1990).

20. Chon, T-S. and Micheli-Tzanakou, E.: "An Adaptive Algorithm in Neural Networks", Korean J. Appl. Entomol., 29(4), 294-295, (1990).

21. Mitchell-Depew, J., Ingeholm, J. E., Chronister, R. J., Pavlopoulos, and Micheli-Tzanakou,E.: "A PC Data-Base and Analysis Programs for Visual Evoked Potentials", ComputerMethods and Programs in Biomedicine 35, 11-16 (1991).

22. Micheli-Tzanakou, E.: "Analysis of Neural Waveforms using Neural Networks", Japanese J.of Biom. Eng. Vol. 5, No. 10 pp. 22-30 (INVITED) (1991).

23. Micheli-Tzanakou, E.: “Neural Networks and Biomedical Signal Processing” Annals ofBiomedical Eng. Vol. 19, No. 5, 623-624 (1991).

24. Friedrichs, G., Berger, D. and Micheli-Tzanakou, E.: "Cardiovascular Applications of theALOPEX Optimization Technique", J. of Biomed. Eng.Vol. 15, 73-78 (1993).

25. Wolpert, S. and Micheli-Tzanakou, E.: "Silicon Models of Lateral Inhibition", IEEE Trans.for Neural Networks, Vol. 4, No. 6, 955-961, (1993).

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26. Micheli-Tzanakou, E.: "Neural Networks and Optimization Techniques in Neural WaveformAnalysis", J. of Medical and Life Sciences Eng. Vol. 13, 58-67, 1994. (INVITED)

27. Powell, A. L., Brooks, J., Zahner, D.A., Akay, Y., Zhang, Z. and Micheli-Tzanakou, E.“Education, Occupation and Alzheimer’s Disease” JAMA, Vol. 272 No. 18, 1405-1406(1994).

28. Powell, A.L., Zahner, D. and Micheli-Tzanakou, E.: “The Protective Effects of Education onSimulated Brain Injury.” J. of Neurotrama, Vol 12(5), 957-960 (1995).

29. Micheli-Tzanakou, E., Uyeda, E., Ray, R., Sharma, A., Ramanujan, K.S. and Dong, J.:“Face Recognition: Comparison of Neural Network Algorithms” Simulation, 64:1, pp. 37-51,

1995.

30. Wolpert, S. and Micheli-Tzanakou, E.: Comments on “Models of Lateral Inhibition.” IEEETrans. on Neural Networks, Vol. 6 (6), pp. 1560-1561, 1995.

31. Wolpert, S., and Micheli-Tzanakou, E.: "A Neuromime in VLSI", IEEE Transactions on Neural Networks," Vol. 7 No. 2, pp. 300-306 (1996).

32. Ademoglu, A. and Micheli-Tzanakou, E. and Istefanopoulos, G: "Analysis of PatternReversal Visual Evoked Potentials (PRVEP) in Alzheimer's Disease by Spline Wavelets",IEEE Trans. on Biomed. Eng., Vol 44, No. 9, pp. 881-890 (1997)

33. E. Micheli-Tzanakou, H. Sheikh and B. Zhu, “Neural Networks and Blood CellIdentification,” J. of Med. Systems, Vol 21, No. 4, pp. 201-210, Plenum Press, 1997.

34. E. Micheli-Tzanakou and S. Pavlopoulos, “Phase Information in Visual Evoked Potentials,”J. of Med. Systems, Plenum Press, Vol.21, No.4, 219-227, 1997.

35. Aleynikov, S. and Micheli-Tzanakou, E.: “Retinal Damage with Neural Networks” J. of Med.Systems, Plenum Press, Vol.22, No. 3, 129-136, 1998.

36. E. Micheli-Tzanakou and T. Cooley, “A Mobile Mammography System, “J. of MedicalSystems, Plenum Press, Vol. 21, No. 5, 303-307, 1998.

37. Cooley, T. and Micheli-Tzanakou, E.: “Classification of Mammograms Using an IntelligentComputer System,” Journal of Intelligent Systems, Vol. 8(1/2) pp. 1-54, (1998).

38. Taratorin, A. M., Peterfreund, Micheli-Tzanakou, E. and Sideman, S. “Application of Non-Linear Positive Feedback Circuits to Reconstruction of Clipped Signals: ExperimentalInvestigation”. Vol., (1998).

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39. R. M. Lehman, E. Micheli-Tzanakou, Jian Zheng and J.L. Hamilton “ElectrophysiologicalRecordings in Pallidotomy Localized to 3D Stereoscopic Imaging” Stereotactic and FunctionalNeurosurgery, 72, 185-191,1999.

40. Phan, F., Micheli-Tzanakou, E. and Sidman, S. "Speaker Identification Using NeuralNetworks and Wavelets" IEEE/EMBS Magazine, pp92-101, Jan/Feb., 2000.

41. Zhu, B. and Micheli-Tzanakou, E. “Non-stationary Speech Analysis Using NeuralPrediction” IEEE/EMBS Magazine, pp 102-105, Jan/Feb. 2000.

42. Lehman, R. M., Jian Zheng, Hamilton J and Micheli-Tzanakou, E., “Comparison of 3-D-MR Imaging with Pre and Post Lesion Recording in Pallidotomy”, Acta Neurochirurgica, 142,319-328, 2000.

43. Dasey, T.J. and Micheli-Tzanakou, E. “A Neural Network based Unsupervised system forDetection of Multiple Sclerosis with Evoked Potentials, IEEE Trans. on InformationTechnology, Vol. 4, No. 3, 216-224, 2000.

44. R. M. Lehman, E. Micheli-Tzanakou, A. Medl and J.L. Hamilton, “Quantitative On-LineAnalysis of Physiological Data for Lesion Placement in Pallidotomy”, Neurosurgery, Vol729, 1-15, 2001.

45. Micheli-Tzanakou, E., Hamilton, J., Zheng, J. and Lehman, R. “Computational Intelligencefor Target Assessment in Parkinson’s Disease” Proc. SPIE Vol. 4479, p. 54-69, Applicationsand Science of Neural Networks, Fuzzy Systems, and Evolutionary Computation IV, BrunoBosacchi; David B. Fogel; James C. Bezdek; Eds. SPIE-Medical Imaging, 2001.

46. Anderson, M. and Micheli-Tzanakou, E. “Automated Auditory Stimulus OptimizationUsing Feedback from Fuzzy Clustered Neuronal Responses “IEEE Trans. on InformationTechnology, Vol. 6 (2), pp 159-170, 2002.

47. Uyeda, E., Wojnicki, P. and Micheli-Tzanakou, E. “Visual Evoked Potential Study ofAttention” Proc. SPIE Vol. 4686, p. 279-289, Medical Imaging 2002: Image Perception,Observer Performance, and Technology Assessment, Dev P. Chakraborty; Elizabeth A.Krupinski; Eds. 2002.

48. Wojnicki, P., Uyeda, E. and Micheli-Tzanakou, E. “Quantifying the Effect ofColorization On Mammogram Images” SPIE Proc. SPIE Vol. 4686, p. 290-299, MedicalImaging 2002: Image Perception, Observer Performance, and Technology Assessment, DevP. Chakraborty; Elizabeth A. Krupinski; Eds. (2nd Place Prize). 2002.

49. Micheli-Tzanakou, E.: “Disease Progression Assessed by Neural Waveform Analysis”

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SPIE Applications and Science of Neural Networks, Fuzzy and EvolutionaryComputation 4787-10), 2002.

50. Micheli-Tzanakou, E., Tadross, M. and Lehman, R. M.: “An Internet Facility forFunctional Stereotactic Neurosurgery” Acta Neurosurgica, Vol. 144, No. 10, 1114 (2002).

51. Abche A., Tzanakos, G. and Micheli-Tzanakou, E.: “Study of the Precision of a 3-D ImageRegistration Technique Using 3-D PET Brain Simulated Images” WSEASTRANSACTIONS on COMPUTERS, February 2005, Issue 2, Vol.2, 240-246, 2005.

52. Ciaccio EJ, Micheli-Tzanakou E. Development of gradient descent adaptive algorithms toremove common mode artifact for improvement of cardiovascular signal quality. AnnBiomed Eng.;35:1146-1155, 2007

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Other Refereed Articles

53. Tzanakou, E. and Harth, E., "ALOPEX: Self-Portrait of a Feature Detector," in ThePsychophysical and Visual Aspects of Image Evaluation, R.P. Dooley, ed., SPIE (1977).

54. 54. Micheli-Tzanakou, E. and Ingeholm, J., Jr. "Collection and storage of Data for VEPstudies: A Data Base," HICSS-17 on System Sciences, I, 404-411 (1984).

55. Micheli-Tzanakou, E., "ALOPEX: A System for Visual Studies," HICSS-17 on SystemSciences, II, 414-422 (1984).

56. Micheli-Tzanakou, E. and Gaertner, J., "Quantitative and objective measures onScreen Analysis, HICSS-18 on Systems Sciences, III, 154-159 (1985), (One of the BESTseven papers in the Hawaiian International conference on Systems Science).

57. Dasey, T. J. and Micheli-Tzanakou, E.: "A Pattern Recognition Application of the ALOPEX Process with Hexagonal Arrays" IJCNN-89 Vol. II, 119-125 (1989).

58. Micheli-Tzanakou, E. and Binge, G.: "F-CORE: A New Fourier based dataCompression and Reconstruction Method", MEDICON '89, 344-345, (1989).

59. Micheli-Tzanakou, E., Dasey, T., and Chon, T. S.: "ALOPEX-Pattern Recognitionand Probability Receptive Fields using Rectangular and Hexagonal Arrays", MEDICON'89, 296-297, (1989).

60. Micheli-Tzanakou, E. and Binge, G. M.: "F-CORE: A Fourier based Image Compressionand Reconstruction Technique", SPIE Proc. on Visual Comm. and Image Processing IV,Vol. 1199, 1563-1574 (1989).

61. Micheli-Tzanakou, E. and Dasey, T.: "Pattern recognition with Neural Networks onCompressed images," 6th IASTED Intern. Conference on Expert Systems and NeuralNetworks, 9-11, (1990).

62. Micheli-Tzanakou, E., "A Neural Network approach of decomposing Brain Wave- formsinto their constituents," 6th IASTED Intern. Conference on Comp. and Adv. Tech. inMed. Healthcare and Bioengineering, 56-60, (1990).

63. T.-S. Chon, Micheli-Tzanakou, E.: "Pattern and feature extraction" IASTED InternationalSymposium on Machine Learning and Neural Networks, M.H. Hamza, Ed. NY, 14-17(1990).

64. Micheli-Tzanakou, E.: "Applications of Neural Networks in Biomedical Engineering", So.American Colloquium, pp. 7-12, (1990) (Invited Distinguished Lecturer).

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65. Micheli-Tzanakou, E. "Neural Networks and Visual Processing," ComputationalNeuroscience Symposium (CNS’92), Perdue University Special Lecture, 1992.

66. Marsic, I. and Micheli-Tzanakou, E.: “A framework for Object Representation andRecognition” Proc. IEEE International Joint Conference On neural Networks, Vol. 3,Baltimore, Maryland, pp. 272-277 (1992).

67. Micheli-Tzanakou, E., Yi, C., Kostis, W.J., Shindler, D.M. and Kostis, J.B.: "MyocardialInfarctions: Diagnosis and Vital Status Prediction Using Neural Networks", Computers inCardiology, 229-232 (1993).

68. Micheli-Tzanakou, E.: "Biomedical Applications of Neural Networks: VEP's, Cardiology,Neurology", INNS, World Congress on Neural Networks, Vol. I, 69-75, 1994 (INVITEDPAPER).

69. Micheli-Tzanakou, E.: "Face Recognition: Comparison of NN Algorithm Paradigms,"World Congress on Neural Networks, Fuzzy Logic and Virtual Reality, Orlando FL, 1994(INVITED PAPER).

70. Kostis, W.J, Yi, C. Micheli-Tzanakou, E. and Kostis, J.B.: "Estimation of Long TermMortality of Myocardial Infarction Using Neural Networks," J. of the American College ofCardiology," 1A-436A (1994).

71. 70. Micheli-Tzanakou,E.: "Face Recognition in Alzheimer's Disease," INNS, WorldCongress on Neural Networks, Vol II, 792-798, 1995 (INVITED PAPER).

72. Micheli-Tzanakou, E.: “Applications of ALOPEX in Biological and Machine Vision,”Internat. Conf. on Neural Networks ‘96, 53-48, 1996 (INVITED SPECIAL SESSION).

73. Aleynikov, S. and Micheli-Tzanakou, E.: “Design and Implementation of Modular NeuralNetworks on the ALOPEX Algorithm,” Virtual Intelligence, pp. 81-92, 1996.

74. Sheikh, H., Zhu, B. and Micheli-Tzanakou, E.: “Blood Cell Identification Using NeuralNetworks,” Virtual Intelligence, pp. 93-106, 1996.

75. Micheli-Tzanakou, E.: “Computational Intelligence - A Tutorial,” pp. 13-18, ISIE,Portugal, 1997.

76. Tadross, M., Whitehouse, C., Hornstein, M., Eng, V. and Micheli-Tzanakou,E. “ AThree-Dimensional Physiologically Realistic Model of the Retina” IJCNN, CD-ROM andVol. I, 211-216, 2000.

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77. Micheli-Tzanakou, E., Wojnicki, P. and Hamilton, J. “Neuronal Signal Processing inParkinson’s Disease” IEEE World Congress in Computational Intelligence, May, 2002.

78. Micheli-Tzanakou, E.:”Measurements and Computational Intelligence in BiomedicalEngineering” CIMSA’03, Lake Lugano, Switzerland, 2003.

79. Leondopulos, S. and Micheli-Tzanakou, E.: “A Functional Model Based On NeuronalRecordings Of Parkinsonian Brain” CIMSA’04, Boston, Mass, 2004.

80. Srinivasan, N. and Micheli-Tzanakou, E.: “Palm Print Recognition: A new Algorithm forCorner Detection Using Palm Anatomy Features”, 2006 IEEE Int. Workshop onMeasurement Systems for Homeland Security, Contraband Detection and Personal Safety,Alexandria VA, October 2006.

Work in progress and/or items not yet accepted

1. Beetel, R.J and Micheli-Tzanakou, E.: “Role of Sensory Conflict in Phantom Limb Pain:Preliminary Results” Submitted to IEEE Trans. Neural and Sensory Rehabilitation

Engineering, 2004

2. Beetel, R.J and Micheli-Tzanakou, E.: “Comments on Mechanisms of CorticalReorganization” Submitted to IEEE Trans. Neural and Sensory Rehabilitation Engineering,2004

3. Hamilton, J. and Micheli-Tzanakou, E.: “Neural Network Simulation of Temporal Gradientassociated with Memory Loss in Alzheimer’s Disease” (submitted to Biol Cybernetics).

4. Iezzi, R. and Micheli-Tzanakou, E.: “Biofeedback Modulation of Human Visual EvokedPotentials” (to be submitted to Biol. Cybernetics).

5. Enderwick, C. and Micheli-Tzanakou: “Two approaches in the Automated Classification ofMammograms” IEEE Trans. In Medical Imaging.

6. Cooley, T., Micheli-Tzanakou, E. and August, D.: “An Automated System for theClassification of Mammograms”, J. Of Cancer.

7. Micheli-Tzanakou, E. and Cottaris, N.: “Orthogonality of Stimulus Effect on Visual EvokedPotentials”.

8. Cottaris, N. and Micheli-Tzanakou, E.: “Multi-Neuronal Studies in the Optic Tectun of theFrog”.

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9. Micheli-Tzanakou, E.: “An Imaging System for Skin Cancer Classification”.

10. Micheli-Tzanakou, E. and Chung, W.: “Pattern Recognition: Simulations with differentmoment sets”.

11. Micheli-Tzanakou, E. et al: “Neural Network Exploration of Mach Bands”.

12. Micheli-Tzanakou, E., Cottaris, N. and Iezzi, R.: “Modulation of VEP – N2 Peak LatenciesInduced by Pattern Convergence”.

11. Moody, E. B., Chokroverty, S., Hening, W., Wright, D. and Micheli-Tzanakou, E.:"Alterations of the Pattern Reversal Evoked Potential Waveform in moderate and SevereAlzheimer's Disease," Submitted EEG and Clin. Neurology.

12. Mallon M. L. and Micheli-Tzanakou E. : "Spatio-Temporal Characteristics of the frog RetinalGanglion Cells" Submitted to Biol. Cybernetics. (Revised)

13. Sun, L. and Micheli-Tzanakou, E.: "A Neural Network Model of Visual Receptive FieldRegions as a function of Response Latencies", Subm. to Biological Cybernetics (Revised)

14. Busch, N. and Micheli-Tzanakou, E.: "Neural Network Design: I Methodology," Submittedto Pattern Recognition and Machine Intelligence.

15. Micheli-Tzanakou, E. and Ademoglu, A.: "Single Sweep VEP Analysis by WaveletDecomposition for Enhanced Averaging" submitted Biol. Cybernetics

16. Micheli-Tzanakou E., Cooley, T. and Enderwick, C.: “Mammography: The State of the Art –A Review”, IEEE Trans. On Information Technology in Biomedicine (submitted).

17. Mallon M. L. and Micheli-Tzanakou E. : "Spatio-Temporal Characteristics of the frogRetinal Ganglion Cells" Submitted to Biol. Cybernetics. (Revised)

18. Keselman, Y. and Micheli-Tzanakou, E. “Extraction and Characterization of Regions ofInterest in Biomedical Images”, IEEE Transactions on Information Technology.

Proceedings Articles

1. Micheli-Tzanakou, E., "A System for Studies of Visual Function," IEEE Computer SocietyMED COMP '83 Proc. (1983).

2. Micheli-Tzanakou, E., Haber, L. and Ingeholm, J., Jr., "Visual Evoked Potentials withResponse Feedback," IEEE Computer Society MED COMP '83 Proc. (1983).

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3. Micheli-Tzanakou, E. and O'Malley, K., "Contrast Sensitivity Tests and VEP FrequencyContents," Proc. IEEE Frontiers of Engineering and Computing in Health Care 416-419(1984) (INVITED PAPER).

4. O'Malley, K. and Micheli-Tzanakou, E., "Pattern Dependence of Visual Evoked Potentials,"11th Northeast Bioengineering Conference, (1985).

5. Micheli-Tzanakou, E. and Iezzi, R., "Spike Recognition by Stroke Density Function Calculation," 11th NE Bioengineering Conference, 309-312 (1985).

6. Micheli-Tzanakou, E. and Iezzi, R., "Multi-unit Recordings Analyzed by Stroke DensityCalculations," 38th ACEMB (1985) (INVITED PAPER).

7. Micheli-Tzanakou, E., "Multi-unit Recordings in the Visual Pathway of the Frog," 38thACEMB (1985) (INVITED PAPER).

8. Micheli-Tzanakou, E. and O'Malley, K., "Harmonic Content of Patterns and theirCorrelation to VEP Waveforms," IEEE Frontiers and Engineering and Computing in HealthCare, 426-430 (1985) (INVITED PAPER).

9. Orfanidis, S. and Micheli-Tzanakou, E., "The Use of Adaptive Filtering for the Enhancementof Visual Evoked Potentials," IEEE Frontiers of Eng. and Computing in Health Care, (1985)(INVITED PAPER).

10. Allen, G. L. and Micheli-Tzanakou, E., "Portable Computer Vision (PCV)," Proc. of IEEEEMBS, pp. 936-939 (l986).

11. Wolpert, S. and Micheli-Tzanakou, E., "An Integrated Circuit Realization of a NeuronalModel," Proc. of IEEE 12th Ann. Northeast Bioeng. Conf. 7-10, (1986).

12. Binge, G. and Micheli-Tzanakou, E., "A Hybrid Image Reconstruction Technique",Proc. of the 13th Northeast Bioeng. Conf. Vol.I, 19-22, Phil. PA (1987).

13. Moody, E. B., Micheli-Tzanakou, E. and Chokroverty, D., "Analysis of VEPs by themethod of invariant moments," Proc. of the 13th Northeast Biong. Conf., Vol.II, 549-552,Philadelphia, PA, (1987).

14. Micheli-Tzanakou, E., "A Neural Network Model of the Vertebrate Retina," Proc. of theIEEE/EMBS Meeting Vol. 3, 1357-1358 (1987).

15. Orfanidis, S., Aafif, F. and Micheli-Tzanakou, E., "Visual Evoked Potentials Extractionby Adaptive Filtering," Proc. IEEE/EMBS Vol. 2, 968-969 (1987).

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16. Ingeholm, J. E. Jr., Geipel, P.S. and Micheli-Tzanakou, E., "Long Term Habituation Effectson the Visual Evoked Potential," Proc. IEEE/EMBS Vol. 2, 970-971 (1987)

17. Micheli-Tzanakou, E. and Vogia, M.J., "Neural Network Simulation of the Early Visual System," Proc. 10th Ann. Intern. Conf. IEEE/EMBS V3, 1497-1498 (1988).

18. Micheli-Tzanakou, E. and Pavlopoulos, S., "Analysis of VEPs using Phase Information," Proc. 10th Ann. Intern. Conf. IEEE/EMBS V3, 1160-1161 (1988).

19. Micheli-Tzanakou, E. and Dasey, T.J.: "Efficiency Exploration of ALOPEX basedRecognition of Hexagonalized Images." Proc. 15th Ann. Northeast Bioeng. Conf., 177- 178,(1989)

20. Melissaratos, L. and Micheli-Tzanakou, E.: "A Parallel Implementation of the ALOPEXProcess." Proc. of the 15th Ann. Northease Bioeng. Conf., 179-180, (1989).

21. Wolpert, S., Micheli-Tzanakou, E.: "Experiments with Lateral Inhibition in Two-Dimensional Photoreceptor Arrays." Proc. of the 15th Ann. Northeast BioengineeringConf., 181-182, (1989).

22. Mitchell-DePew, J. and Micheli-Tzanakou, E.: "Complex Pattern Visual Evoked Potentials in Controls and Multiple Sclerosis Patients," Proc. 11th Ann. Intern. Conf. IEEE/EMBS Vol. 4, 1275-1276, (1989).

23. Melissaratos, L. and Micheli-Tzanakou, E.: "A Parallel Implementation of theALOPEX Process." Proc. of the 15th Ann. Northease Bioeng. Conf., 179-180, (1989).

24. Wolpert, S., Micheli-Tzanakou, E.: "Experiments with Lateral Inhibition in Two-Dimensional Photoreceptor Arrays." Proc. of the 15th Ann. Northeast BioengineeringConf., 181-182, (1989).

25. Micheli-Tzanakou, E. and Chon, T. S.: "Convergence of Images in the ALOPEX processusing moment invariants and Probabilities", Proc. 11th Ann. Intern. Conf. IEEE EMBS Vol.6, 2048-2049, (1989).

26. Binge, G.M. and Micheli-Tzanakou, E.: "Fourier Compression-Reconstruction Technique",Proc. 11th Ann. Intern. Conf. IEEE/EMBS Vol. 2, 524-525, (1989).

27. Vogia, M.J. and Micheli-Tzanakou, E.: "Neural Network modeling of the Visual System."Proc. 12th Ann. Intern. Conf. IEEE/EMBS, Vol. 12 1425-1426, (1990).

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28. Iezzi, R. and Micheli-Tzanakou, E.: “Neural Network Analysis of Neuronal Spike-Trains.”Proc. 12th Ann. Intern. Conf. IEEE/EMBS, Vol. 12, 1435-1436, (1990).

29. Marsic, I. and Micheli-Tzanakou, E.: "Distributed Optimization with the ALOPEXAlgorithms". Proc. 12th Ann. Intern. Conf. IEEE/EMBS Vol. 12, 1415-1416, (1990).

30. Xiao, L. and Micheli-Tzanakou, E.: "Analysis of Composite Neuronal Waveforms into theirConstituents." Proc. 12th Ann. Intern. Conf. IEEE/EMBS Vol. 12, 1433-1434, (1990).

31. Ciaccio, E.J. and Micheli-Tzanakou, E.: "The ALOPEX Process: Application to Real-TimeReduction of Motion Artifact". Proc. 12th Ann. Intern. Conf. IEEE EMBS, Vol. 12, 1417-1418, (1990).

32. Cottaris, N., Iezzi, R., and Micheli-Tzanakou, E.: "VEP as a Response of the Visual Systemto Pattern Convergence". Proc. 12th Ann. Intern. Conf. IEEE EMBS, Vol. 12, 895-896,(1990).

33. Iezzi, R., Jr., Micheli-Tzanakou, E. and Cottaris, N.: "Effects of Pattern Convergence andOrthogonality on Visual Evoked Potentials", Proc. 12th Ann. Intern. Conf. IEEE/EMBS, Vol.12, 897-898, (1990).

34. Mitchell-Depew, J.A. and Micheli-Tzanakou, E.: "Color pattern Visual Evoked Potentialsin Controls and Multiple Sclerosis Patients", Proc. 12th Ann. Intern. Conf. IEEE EMBS,Vol. 12, 874-875, (1990).

35. Mitchell-Depew, J.A. and Micheli-Tzanakou, E.: "Central and Peripheral Effects onAmplitude and Latency Characteristics of VEP's", Proc. 12th Ann. Intern. Conf.IEEE/EMBS, Vol. 12, 883-884, (1990).

36. Dasey, T.J. and Micheli-Tzanakou, E.: "Complexity Measures of the Visual EvokedPotentials", Proc. 12th Ann. Intern. Conf. IEEE/EMBS, Vol. 12, 765-766, (1990).

37. Soni, A.B., Micheli-Tzanakou, E. and Devereux, D.F.: "An Imaging System for melanomaEvaluation," Proc. 12th Ann. Intern. Conf. IEEE/EMBS, Vol. 12, 1243-1244, (1990).

38. Micheli-Tzanakou, E., Dasey, T.J. and Marsic, I.: "Data Compression and ImageReconstruction with Neural Networks", Proc. 2nd Workshop on Neural Networks, 369- 378(1991), Auburn, Alabama (INVITED).

39. Ciaccio, E. J. and Micheli-Tzanakou, E.: "Noninvasive Sensor Arrays: Separate Evaluationof inputs for Adaptive Noise Reduction", Northeast Bioeng. Conf. April 243-244 (1991).(INVITED).

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40. Micheli-Tzanakou, E. and Marsic I.: "Object Detection and Recognition in a MultiresolutionRepresentation", IJCNN '91, Singapore, pp. 2564-2569, Nov. 1991.

41. Zahlmann, G., Wilson, S. and Micheli-Tzanakou, E.: "A Knowledge Based Neural NetworkClassifier for Visual Evoked Potentials", Proc. 13th Ann. Int. Conf. IEEE EMBS, Vol. 13,No. 3, 1345-1346 (1991).

42. Dasey, T.J. and Micheli-Tzanakou, E.: "The Unsupervised Alternative to PatternRecognition, I.: Classification of Handwritten Digits", Proc. 3rd Workshop on NeuralNetworks, SPIE, Vol. 1721, pp. 328-333 (1992).

43. Dasey, T.J. and Micheli-Tzanakou, E.: "The Unsupervised Alternative to PatternRecognition, II.: Detection of Multiple Sclerosis with the Visual Evoked Potential", Proc.3rd Workshop on Neural Networks, SPIE, Vol. 1721, pp.334-339 (1992).

44. Cottaris, N. and Micheli-Tzanakou, E.: "Studies of local Neuronal Nets in the optic tectum ofthe Frog", 18th Northeast Bioeng. Conf., 41-42, (1992).

45. Ciaccio, E. and Micheli-Tzanakou, E.: "A Least Squares Algorithm with one phase weight foradaptive cancellation of noise from Biomedical Signals", 18th Northeast Bioeng. Conf. March12-13, 43-44, (1992). (First Prize Award ).

46. Micheli-Tzanakou, E., Cheng, Y., Shindler, D. and Kostis, J.B.: "Echocardiogram ImageAnalysis with Neural Networks", Proc. Intern. Seminar on Imaging in Transport Process,Athens, Greece, May 1992. (INVITED).

47. Micheli-Tzanakou, E.: "Biomedical Applications of Parallel Processing and Artificial NeuralNetworks", Proc. International Biomedical Eng. Days Symposium, August 1992, Istanbul,Turkey, pp. 10-17, (Plenary Speech, INVITED).

48. Ciaccio, E.J., Micheli-Tzanakou, E., Dunn, S.M. and Wit, A.L.: "The use of differentialsteepest descent algorithm for Adaptive Pattern Matching," Proc. Intern. Biomed. Eng. DaysSymposium, Istanbul, Turkey, pp. 198-202, Aug. 1992.

49. Micheli-Tzanakou, E. and Marsic, I.: "Neural Mechanisms for Object Representation andRecognition", World Congress of Nonlinear Analysts, Tampa, Fla., Aug. 1992 .

50. Micheli-Tzanakou, E. and Marsic, I.: "Visual Shape Analysis by Wavelets", RNNS/IEEESymposium on Neuro-informatics and Neurocomputing, Rostov, Russia, October 1992, Vol.I, 289-298 (INVITED).

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51. Abche, A., Tzanakos, G.S. and Micheli-Tzanakou, E.: "A Monte-Carlo Evaluation of aMultimodal 3-D Image Registration Using External Markers", Proc. 14th Annual Intern.Conf. IEEE/EMBS Vol. 5, 1885-1886, (1992).

52. Abche, A., Tzanakos, G.S. and Micheli-Tzanakou, E.: "A Method of Multimodal 3-D ImageRegistration with External Markers", Proc. 14th Annual Intern. Conf. IEEE/EMBS, Vol. 5,1881-1882 (1992).

53. Micheli-Tzanakou, E. and Chon, T.-S.: "Image Reinforcement with ALOPEX, Conducted onConnectivity Strengths Using Moment Invariants", IEEE Intern. Conf. on Systems, Man, andCybernetics, 381-386 (1992). (INVITED).

54. Micheli-Tzanakou, E. and Dasey, T. J.: "Unsupervised Global Optimization: Applicationson Classification of Handwritten Digits and on Visual Evoked Potentials", IEEE Intern. Conf.on Systems, Man and Cybernetics, (INVITED), 737-744 (1992).

55. Micheli-Tzanakou, E.: "Neural Network Applications in Waveform Analysis and PatternRecognition", Computational Neuroscience Symposium Special Lectures, Purdue Univ. Oct.1992, pp. 53-70, (INVITED).

56. Micheli-Tzanakou, E. and Cottaris, N.: "A System for Multiple Single Unit Recordings andReal Time Analysis", Proc. 14th Annual Intern. Conf. IEEE/EMBS Paris Vol. 1, 121-122,(1992).

57. Kostis, W.J., Yi, C. and Micheli-Tzanakou, E.: "Estimation of long-term Vital Status ofpatients after Myocardial Infarction using a Neural Network based on the ALOPEXAlgorithm", 19th Northeast Bioeng. Conf. NJIT, NJ, March 18-19, pp. 99-100, 1993.

58. Abche, A.B., Tzanakos, G.S. and Micheli-Tzanakou, E.: "Effects of the number of ExternalMarkers in multimodal 3-D Image Registration", 19th Northeast Bioeng. Conf. NJIT, NJ,March 18-19, pp. 172-173, 1993.

59. Yi, C., Micheli-Tzanakou, E., Shindler, D. and Kostis, J., "A new Neural Network Algorithmto Study Myocardial Ultrasound for Tissue Characterization", 19th Northeast Bioeng. Conf.,NJIT, NJ, March 18-19, pp. 109-110, 1993.

60. Iezzi, R. Jr. and Micheli-Tzanakou, E.: "2-D Spatial Frequency Dependence of VEP's: ANeural Network Analysis", 19th Northeast Bioeng. Conf. NJIT, NJ, March 18-19, pp. 111-112, 1993.

61. Yi, C., Micheli-Tzanakou, E., Shindler, D.M. and Kostis, J.B., "Study of ReflectedUltrasound for Myocardial Infarction Using Neural Networks," 15th Annual Inter. Conf.IEEE/EMBS, 255-256, Oct. 28-31, San Diego, CA, 1993.

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62. Akay, Y.M. and Micheli-Tzanakou, E., “Wavelet Analysis of the Multiple Single UnitRecordings in the Optic Tectum of the Frog," 15th Annual Inter. Conf. IEEE/EMBS, 334-335, San Diego, CA, 1993.

63. Ademoglu, A., Micheli-Tzanakou, E. and Istefanopoulos, Y., "Analysis of Pattern ReversalVisual Evoked potentials (PRVEP) in Alzheimer's Disease by Spline Wavelets", 15th AnnualInter. Conf. IEEE/EMBS, 320-321, Oct. 28-31, San Diego, CA, 1993.

64. Tzanakos, G. S., Abche, A. B. and Micheli-Tzanakou, E., "Implementation of a Method forMultimodal 3D Image Registration with External Markers", 15th Annual Inter. Conf.IEEE/EMBS, 12-13, Oct. 28-31, San Diego, CA, 1993.

65. Abche, A.B., Tzanakos, G.S., Micheli-Tzanakou, E:, and M. Skiadas: "Determination of thenumber of External Markers Needed for Multimodal 3-D Image Registration", 15th AnnualInter. Conf. IEEE/EMBS, 22-23, Oct. 28-31, San Diego, CA, 1993.

66. Phan, F., Zahner, D., Micheli-Tzanakou, E. and Sideman, S.: "Speaker Identification throughWavelet Multiresolution Decomposition and ALOPEX". Proc. 1994 L.I. Conf. on ArtificialInt. and Comp. Graphics, pp. 53-68, 1994.

67. Phan, F., Micheli-Tzanakou, E. and Sideman, S.: "Speaker Identification with WaveletDecomposition and Neural Networks". Proc. 16th IEEE EMBS Ann. Intern. Conf.Baltimore, MD, Vol. 2, 1111-1112, 1994.

68. Zahner, D., Micheli-Tzanakou, E., Powell, A., Akay, Y. and Zhang, Z.: "Protective effects oflearning on a progressively impaired Neural Network model of memory". Proc. 16th IEEEEMBS Ann. Intern. Conf., Baltimore, MD., 1065-1066, 1994.

69. Ciaccio, E. J., Dunn, M. S., Akay, M., Micheli-Tzanakou, E., Coromilas, J. Costeas, C. A.and Wit, L.A.: "An autoregressive approach to parametric modeling for characterization ofspontaneous changes in electrogram morphology", Compt. in Cardiology, Bethesda, MD,701-704, 1994.

70. Abche, A. B., Tzanakos, G. S. and Micheli-Tzanakou, E.: "A new method for multimodal 3-D image registration with external markers", Annual Int. Conf. on Med. Imaging, Vol. 4,1822-1826, 1994.

71. Abche, A. B., Tzanakos, G. S. and Micheli-Tzanakou, E.: "Effect of the spatial resolution onthe precision of parameter estimation in 3-D image registration with external markers". Proc.16th Ann. Intn. Conf. IEEE EMBS Baltimore, MD., 690-691, 1994.

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72. Abche, A. B., Tzanakos, G. S. and Micheli-Tzanakou, E.: "Study of the precision ofregistration in 3-D multimodality imaging with external markers using simulated images".Proc. 16th Ann. Intn. Conf. IEEE EMBS Baltimore, MD., 622-623, 1994.

73. Tzanakos, G. S., Abche, A. B. and Micheli-Tzanakou, E.: "Effect of the spatial resolution onthe residuals of 3-D image registration with external markers". 5th Symp of Biomed. Eng.,Sandiago de Compostella, Spain, Sept. 26-28, p. 125, 1994.

74. Chung, P. W. and Micheli-Tzanakou, E.: "An exploratory look into multidimensional data".19th Ann. Fall Mtg. Biomed. Eng. Soc., Tempe, AZ, October 1994. (INVITED).

75. Chung, P. W. and Micheli-Tzanakou, E.: "A simulation study for difference moment sets".Proc. of SPIE, Image Science and Technology, San Jose, CA, Vol. 2181, pp. 378-389, Feb.1994.

76. Hamilton J. and Micheli-Tzanakou, E.: "ALOPEX Neural Networks for manual alphabetrecognition", Proc. 16th Ann. Intn. Conf. IEEE EMBS Baltimore, MD.,1109-1110, 1994.

77. Ciresi, G. and Micheli-Tzanakou, E.: "Computational Neural Networks for detection ofMach Bands", Proc. 16th Ann. Int. Conf. IEEE EMBS, Baltimore, MD, 1079-1080, 1994.

78. Micheli-Tzanakou, E.: "Simulated Alzheimer's Disease Deficiency in Face Recognition",Mini-symposium on Neural Networks, 16th Ann. Int. Conf. IEEE/EMBS, Baltimore, MD,Nov. 1-6, 1994 (INVITED).

79. Micheli-Tzanakou, E.: "What Neural Networks Can Do", BMES News Bulletin, pp. 28-32,(1995) (INVITED).

80. Micheli-Tzanakou, E.: “Face Recognition of Alzheimer’s Patients,” Proc. of World Congresson Neural Networks: Biomed. Applic. Computer Aided Diagnosis in Med. Imaging,Washington, D.C., Vol II, 792-798, July 1995 (INVITED).

81. Aleynikov, S. and Micheli-Tzanakou, E..: “Design and Implementation of Modular NeuralNetworks Based on the ALOPEX Algorithm,” Virtual Intelligence, SPIE, Vol. 2878 , 81-92,(1996) (INVITED).

82. Sheikh, H., Zhu, B., and Micheli-Tzanakou, E.: “Blood Cell Recognition withALOPEXBased Neural Networks,” Virtual Intelligence, SPIE, Vol. 2878, 93-106 (1996) (INVITED).

83. Aleynikov, S. and Micheli-Tzanakou, E.: “Design and Implementation of Modular NeuralNetworks based on the ALOPEX algorithm.” 22nd Annual Northeast BioengineeringConference, New Brunswick, NJ, pp. 121-122, 1996.

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84. Cheng Yi, Micheli-Tzanakou, E., Shindler, D. and Kostis, J.: “Design of a Real-timeAcquisition and Processing System for Ultrasonic Myocardial Tissue Characterization,” 22ndAnnual Northeast Bioengineering Conference, New Brunswick, NJ, pp 68-69, 1996.

85. Bricker, J. and Micheli-Tzanakou, E.: “Three Dimensional Neural Networks,” 22nd AnnualNortheast Bioengineering Conference, New Brunswick, NJ, pp 123-124, 1996.

86. Cooley, T. (Maj.) and Micheli-Tzanakou, E.: “A Mobile Automated MammographySystem,” 22nd Annual Northeast Bioengineering Conference, New Brunswick, NJ, pp 78-79,1996.

87. Sheikh, H., Zhu, B. and Micheli-Tzanakou, E.: “Blood Cell Identification Using NeuralNetworks,” 22nd Annual Northeast Bioengineering Conference, New Brunswick, NJ, pp.119-120, 1996.

88. Zhu, B., Micheli-Tzanakou, E. and Sideman, S.: “Hearing Aids: Fixed Microphone Arrayswith Frequency Equilization based on a Sliding DFT,” 22nd Annual Northeast Bioeng.Conference, New Brunswick, NJ, pp. 15-16, 1996.

89. Anderson, M.J. and Micheli-Tzanakou, E.: “Modeling the Frog Eighth Nerve ResponsesUsing Wavelets Analysis and Neural Networks,” The Proceedings of ICSPAT ’97, Sept.1997.

90. Micheli-Tzanakou, E. and Dasey, T.J.:“A Three Dimensional Neural Architecture,” Proc. ofthe ICNN-’97, Vol. 4, pp. 2480-2484, 1997.

91. Aleynikov, S. and Micheli-Tzanakou: “Visual Ophtalmologist—An Automated System forClassification of Retinal Damage,” Proc. of the ICNN ’97, Vol. 4, pp. 2485-2489, 1997.

92. Enderwick, C. and Micheli-Tzanakou, E. “ Classification of Parenchymal Tissue TypesUsing Shape and Texture Features" IEEE/EMBS Conference, 1997.

93. Hamilton, J. and Micheli-Tzanakou, E. “ Memory Gradient in Alzheimer’s disease”IEEE/EMBS Conference, 1997.

94. Lehman R. M, Micheli-Tzanakou, E., Medl, A. and Hamilton, J. L., “Use of Semi-Microelectrode Recordings During Pallidotomies”. Stereotactic and Functional Neurosurgery67, 127, 1996/1997.

95. Lehman R. M, Micheli-Tzanakou, E., Medl, A.: “Quantitative Online Analysis ofElectrophysiological Recordings in Pallidotomies”, J. Neurosurgery 86, 340, 1997.

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96. Anderson, M. J. and Micheli-Tzanakou, “Computer-Brain Interaction to Optimize AuditoryStimuli Based on Neuronal Responses” , 24th Northeast Bioengineering Conference, 18-20,1998.

97. Hamilton J. L., Micheli-Tzanakou, E. and Lehman, R. M., “Analysis of ElectrophysiologicalData in Surgical Treatment for Parkinson’s Disease”, 24th Northeast BioengineeringConference, pp 5-6, 1998.

98. Munoz, P. and Micheli-Tzanakou, E. “Stimulus Content Effect on the Visual Cortex withFunctional MRI”, 24th Northeast Bioengineering Conference, 41-44, 1998.

99. Zhuo W. and Micheli-Tzanakou, E. “ Hardware and Software Design of Digital Hearing AidsBased on Fixed Microphone Array”, 24th Northeast Bioengineering Conference, 123-125,1998.

100. Wei, L., Xiao, J. and Micheli-Tzanakou, E. “A Computational Intelligence System for CellClassification” ITAB’98, pp. 105-109, 1998.

101. Anderson, M. J. and Micheli-Tzanakou, E. “High Performance Feedback System forAuditory Stimulus Optimization” ITAB’98, pp 41-44, 1998.

102. Zhuo, W. and Micheli-Tzanakou, E. “A High Performance Continuous Data Flow Filterusing Sliding Discrete Fourier Transform (DFT) and One Point Inverse DFT”, ITAB’98, pp.51-56, 1998.

103. Keselman, Y. and Micheli-Tzanakou, E. “Extraction and Characterization of Regions ofInterest In Biomedical Images”, ITAB’98, pp. 87-90, 1998.

104. Micheli-Tzanakou, E. “Computers in Surgery and Diagnosis” MEDICON 98, CD-ROM,1998.

105. Micheli-Tzanakou, E. “Computational Intelligence in Surgery and Diagnosis” IEEE/EMBSConf., 1998.

106. Hamilton J.L. Micheli-Tzanakou, E. and Lehman, R. M. “Neural Networks Trained withSimulation Data for Outcome Prediction in Pallidotomy for Parkinson’s Disease”,IEEE/EMBS Conf. Vol. 1, 1-4, 2000.

107. G. Tzanakos, A Abche, E Micheli-Tzanakou, T Stahl, X Wan, T Yudd “Multimodal 3-D Image Registration of MRI-SPECT Volume Images” IEEE/EMBS 22n d Intern.

Conference, Vol. 2, 1443-1444, 2000.

108. Abche, A., Tzanakos, G. S. and Micheli-Tzanakou, E.: Nuclear Medicine, 2000.

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109. Hamilton, J. L., Micheli-Tzanakou, E. and Lehman, R.M., “Wavelet and Complexity-based Neural Networks for Lesion Targeting in Pallidotomies”. Congress of NeurologicalSurgeons, Annual Meeting, p. 44, San Antonio, 2000.

110. Hamilton, J. L. Micheli-Tzanakou, E. and Lehman, R. M., World Congress in StereotacticNeurosurgery, London, Oct. 2000.

111. C. S. Pattichis, M. S. Pattichis, E.Micheli-Tzanakou: “Medical imaging fusion applications:An overview”, 35th Asilomar Conference on Signals, Systems, and Computers, Monterrey,CA, Nov. 4-7, 1263-1267, 2001.

112. E. Micheli-Tzanakou, P. Wojnicki and J. Hamilton “Neuronal Signal Processing inParkinson's Disease”, Proceedings 2002 International Joint Conference on Neural Networks,Vol.1, 12-17, 2002.

113. Sridhar, B. and Micheli-Tzanakou, E.: “Nerve Degeneration in Huntington’s Disease” 28th NE Bioengineering Conference, 203-204, 2002

114. E. Uyeda, E. Micheli-Tzanakou, P.J. Wojnicki, “A Visual evoked Potential Study of SpatialNoise”, Proceedings of the IEEE 28th Annual Northeast Bioengineering Conference, 260-261, 2003.

115. P.J. Wojnicki, E. Micheli-Tzanakou, E. Uyeda, “Novel Protocol for Random VisualStimulation during Visual Evoked Potential Testing”,Proceedings of the IEEE 28th AnnualNortheast Bioengineering Conference, 258-259, 2003

116. Micheli-Tzanakou, E: “ Measurements and computational intelligence in biomedicalengineering” IEEE International Symposium on Computational Intelligence for MeasurementSystems and Applications”, CIMSA '03, Page(s): 52-55, 2003.

117. P. Parikh and Micheli-Tzanakou, E.: “Detecting Drowsiness while Driving Using WaveletTransform” NE Biomed. Eng. Conference, 2004.

118. S. Leondopulos and Micheli-Tzanakou, E.: “A Polynomial Approximatiom to the NeuronalAction Potential as Predicted by the Hodgkin-Huxley Equations” NE Biomed. Eng.Conference, 2004.

119. Z. Saem-El-Dahr and Micheli-Tzanakou, E.: “W-CORE: A Wavelet based CompressionReconstruction Technique” NE Biomed. Eng. Conference, 2004.

120.Beetel R, Micheli-Tzanakou E, Lehman RM  “EMG recordings as a measure of Parkinson'streatment” ESSFN, Vienna, June 23-26, 2004.

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121. R. AzhuValapil, E. Micheli-Tzanakou, A. Nievies and R.M. Lehman “ Functional MR ImageAnalysis of Parkinson’s Patients and Normals” Tampa Fla, AANS 2004.

122. S. Leondopulos and E. Micheli-Tzanakou, “A Simulation of STN NeuronsUndergoing Extrinsic Stimulation” IJCNN07, Proceedings CD, 2007

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Other Publications

1. Harth, E. and Tzanakou, E., "Stochastic Method for Computer-aided Determination of VisualReceptive Fields," European Mtg. of Cybernetics and Systems Research, May 1972.

2. Tzanakou, E. and Harth, E., "Determination of Visual Receptive Fields by StochasticMethods," Biophysical J. 15, 42a (1973).

3. Tzanakou, E., Harth, E. and Michalak, R., "Principles and Design of an ALOPEX Device forVisual Receptive Fields Studies," Invest. Ophthal. Suppl. 77 (1977).

4. Tzanakou, E., Michalak, R. and Harth, E., "Receptive Field Studies by Scanning andClustering Techniques," Invest. Ophthal. Suppl., 151 (1978).

5. Tzanakou, E., "Principles and Design of the ALOPEX Device: A Novel Method ofMapping Visual Receptive Fields," Doctoral Dissertation (1977). International PublicationNo. 77-30, 771.38/8 (1978).

6. Tzanakou, E., Michalak, R. and Harth, E., "Quantitative Studies of Visual Receptive Fields inthe Frog Tectum," Society of Neuroscience (1979).

7. Tzanakou, E. and Gentile, A. N., "Fourier Analysis on Feature Extraction," Society forNeuroscience (1980).

8. Tzanakou, E.,"Does the Frog Visual System have Frequency Channel Analyzers?" Society ofNeuroscience (1981).

9. Micheli-Tzanakou, E., "Decomposition of Images by the Human Brain," Symp. on ArtificialIntelligence and its Applications, Phil. (l986).

10. Moody, E.B., Chokroverty, S. and Micheli-Tzanakou, E., "Frequency Domain Analysis ofVEPs in Alzheimer's Disease," Electroenc. and Clinical Neurophysiol. (1987).

11. Mallon, M. L. and Micheli-Tzanakou, E., "Spatio-Temporal Characteristics of the RetinalGanglion Cells of the Frog," Soc. of Neuroscience (1987).

12. Sun, L., and Micheli-Tzanakou, E., "A Neural Network Model of Visual Recep-tive Field Regions as a function of Response Latencies," Soc. of Neuroscience (1988).

13. Moody E.B., Chokroverty, S. and Micheli-Tzanakou, E.: "Evaluation of Alzheimer's andHuntington's Diseases by VEP Waveform Conformational Analysis", Neurology 38, (Suppl)370, March (1988).

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14. Micheli-Tzanakou, E. "Applications of the ALOPEX process in Pattern Recognitionusing Hexagonal Arrays", Symp. on Biomedical Applications of Neural Networks. AppliedPhysics Lab. Johns Hopkins University, April, 1989.

15. Fazal, F. and Micheli-Tzanakou, E.: "Pattern Recognition Studies with a self-learning layeredNeural Network" IJCNN-89 Vol. II, 617 (1989).

16. Busch, N. A. and Micheli-Tzanakou, E.: "Neural Network Design: Methodology" IJCNN-89, Vol. II, 611 (1989).

17. Chon, T.-S. and Micheli-Tzanakou, E.: "A Probabilistic Approach to the ALOPEX Process using Moment Invariants of Images" IJCNN-89, Vol. II, 611 (1989).

18. Vogia, M. and Micheli-Tzanakou, E.: "Neural Network Modeling of the Early VisualSystem," Workshop on AI in Pattern Recognition, Washington, D.C. Oct. 1989.

19. Micheli-Tzanakou, E., Iezzi, R., and Cottaris, N.: "Modulation of VEP N2 latencies inducedby pattern convergence and Orthogonality", Ann. Neuroscience Conf. (1990).

20. Micheli-Tzanakou, E.: "Feature extraction algorithm using connectivity strengths andmoment invariants" Compt. in Med. Symposium NJIT (1990).

21. Micheli-Tzanakou, E.: "Decomposition of Visual Evoked Potential Waveforms", Internat.Symposium on Mathematical Approaches to Brain Functioning Diagnostics, Prague, Sept.(1990).

22. Chon, T.-S. and Micheli-Tzanakou, E.: "An image reinforcement algorithm, ALOPEX,conducted on connectivity strengths using moment invariants as a Feature ExtractionMethod", Neural Networks Study Group of Korea Ann. Mtg., May (1990).

23. Micheli-Tzanakou, E. and Binge, G.: "F-Core: A Fourier based image compression andreconstruction technique", Computers and Control Abstracts Vol. 25, p. 2463 (1990).

24. Dasey, T. and Micheli-Tzanakou, E.: "Unsupervised Global Optimization in the Formationof a Neural Network: Application to the Classification of Handwritten Digits and VisualEvoked Potentials," 1st Ann. BME Symp., Rutgers Univ. May 1991.

25. Ciaccio, E. J. and Micheli-Tzanakou, E.: "Neural Network-Based Artifact Reduction fromBiological Signals", 1st Ann. BME Symp., Rutgers University, May 1991.

26. Marsic, I. and Micheli-Tzanakou, E.: "A Neural Mechanism for Object Representation andRecognition", 1st Ann. BME Symp. Rutgers University May 1991.

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27. Xiao, L-T. and Micheli-Tzanakou, E.: "Preliminary Studies of Automatic Region Clusteringfor Retinal Disease and Skin Cancer Diagnosis", 1st Ann. BME Symp. Rutgers University,May 1991.

28. Micheli-Tzanakou, E.: "Neural Networks and Biomedical Signal Processing", Symposium ofNeural Eng., Ann. Fall Mtg. Biomed. Eng. Society, Oct. 12-14, 1991, Virginia. (INVITED).

29. Ciaccio, E.J. and Micheli-Tzanakou, E: "Image Matching by an Adaptive Least SquaresApproach", 2nd Ann. BME Symposium, Rutgers University, May 1992.

30. Micheli-Tzanakou, E., "US Women Engineer, Achievement Award Acceptance Speech",(Keynote Address) pp. 14-15, (1992).

31. Kostis, W. K., Yi, C., Kostis, J. B. and Micheli-Tzanakou, E. , "Estimation of Long-TermMortality of Myocardial Infarction Using a Neural Network based on the ALOPEXAlgorithm". 6th Annual Mtg. of Mediterranean Assoc. of Cardiol. and Cardiac Surgery,Corfu, Greece, Sept. 26-30, (1993).

32. Iezzi, R. Jr. and Micheli-Tzanakou, E. "VEP Dependence on 2-D FFT Spatial FrequencyStimulus Content", 23rd Annual Meeting, Soc. of Neuroscience, Washington DC, Nov. 7-12,(1993).

33. Ademoglu, A., Micheli-Tzanakou, E., and Istefanopoulos, Y.: "Analysis of pattern reversalVisual Evoked Potentials (PRVEP) in Alzheimer's disease by Spline Wavelets", Amer. EEGSociety Mtg. New Orleans, (1993).

34. Micheli-Tzanakou, E., Ademoglu, A. and Istefanopoulos, Y.: "Single Sweep VEPs usingWavelet Decomposition", Amer. EEG Society Mtg. New Orleans, (1993).

35. Gandlin, D., Shindler, S.M., Gregory, P., Yi, C., Kuntz, R., Wilson, A., Micheli- Tzanakou,E. and Kostis, J.P.: "Pixel Luminance Nonuniformity: Personal ComputerBasedEchocardiographic Tissue Characterization," Proc. of the American Heart Assoc.,Dallas, Texas, Nov. 1994.

36. Lehman, R.M., Micheli-Tzanakou, E, Medl A., Hamilton, J.L.: Use of Semi-MicroelectrodeRecordings during Pallidotomy. Stereotactic and Functional Neurosurgery 1996-97;67 (1-2):127.

37. Lehman, R.M. and Micheli-Tzanakou, E.: “Quantitative On-Line Analysis of PhysiologicalData for Lesion Placement in Pallidotomies,” The American Association of NeurologicalSurgeons, J. Neurosurgery, 86:340, 1997.

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38. Lehman, R.M., Micheli-Tzanakou, E., Medl, A. and Hamilton, J.L.: “The Use of Semi-Microelectrode Recordings During Pallidotomy.” The XII Meeting of the World Society forStereotactic and Functional Neurosurgery, Lyon, France, # 817, p.127, July 1997.

39. Micheli-Tzanakou, E. Medl, A. and Lehman, R.M.: “Advanced Signal Processing for TargetIdentification in Pallidotomies and Thalamotomies,” Vth World Meeting on MicroelectrodeTechniques during Functional and Stereotactic Neurosurgery, Grenoble, France, June 30th-July1, 1997.

40. Lehman RM, Micheli-Tzanakou E, Medl A: Quantitative On-Line Analysis of PhysiologicalData for Lesion Placement in Pallidotomies. Poster, at the 1997 AANS Meeting in Denver,Colorado, April 12 - 17, 1997.

41. Anderson, M.J. and Micheli-Tzanakou, E.: “Resonant Cavity Dependence of Auditory-Nerve Fibers of the Frog Rana Pipiens, Acoustal Society of America, June 17, 101(4), 3124, 1997.

42. Shindler, D.M., Sheikh, T., Yi, C., Wilson, A., Micheli-Tzanakou, E. and Kostis, J.B.:“Echocardiographic Machine Learning Databases on the Internet”, JACC 31: 2; 9A,1998.

43. Micheli-Tzanakou, E. “Computers in Surgery and Diagnosis” ITAB’98, p. 85, 1998.

44. Lehman, R.M., Micheli-Tzanakou, E., Zheng, J., Hamilton, J.L.: ElectrophysiologicalRecordings in Pallidotomy Localized to 3D Stereoscopic Imaging. Am Soc Stereotactic andFunctional Neurosurgery, Snowbird, Utah, 1999.

45. Micheli-Tzanakou, E. “Computational Intelligence and Bioinformatics” Medical Physics,Patras, Greece, 1999.

46. Hamilton, J. L. Micheli-Tzanakou, E. and Lehman, R. M., World Congress in StereotacticNeurosurgery, London, Oct. 2000.

47. Hamilton, J.L., Micheli-Tzanakou, E., Lehman, R.M.: Wavelet- and Complexity-BasedNeural Networks for Lesion Targeting in Pallidotomy. Congress of Neurological SurgeonsAnnual Meeting, San Antonio, Texas, 2000.

48. Micheli-Tzanakou, E. “Prediction of Outcomes in Pallidotomies with Neural Networks” World Congress in High Tech Medicine, Hanover, Germany, Oct. 2000.

49. Abche, A., Tzanakos, G. S. and Micheli-Tzanakou, E.: IEEE Nuclear Science Symposium,2000.

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50. Micheli-Tzanakou, E. “Computational Intelligence in Biomedical Engineering” 3rd EuropeanSymposium on Biomedical Engineering, Patras, Greece, 2002.

51. Micheli-Tzanakou, E.: “Computational Intelligence in Target Assessment in Parkinson’sDisease” SPIE Vol 4479 No.10, 2002 (INVITED).

52. Micheli-Tzanakou, E.: “Computational Intelligence in Target Assessment in Parkinson’sDisease” SPIE Vol 4479 No.10, 2002 (INVITED).

53. Abche, A. B., Tzanakos, G. S. and Micheli-Tzanakou, E.: Evaluation of 3-D ImageMultimodal Registration Techniques, Using Monte-Carlo Simulated 3-D Images.

BioMedSim, University of Balamad, Lebanon, 2003.

54. R. AzhuValapil, E. Micheli-Tzanakou, A. Nievies and R.M. Lehman “Functional MR ImageAnalysis of Parkinson’s Patients and Normals”, Tampa Fla, AANS 2004

55. Beetel R, Micheli-Tzanakou E, Lehman RM “EMG recordings as a measure of Parkinson'streatment” ESSFN, 6C22, p 34 Vienna, June 23-26, 2004.

INVITED TALKS

A. DISTINGUISHED SPEAKER

August 31 - South American Colloquium September14, 1990 Sponsored by IEEE

Invited presentations to 5 countries in S. America (One of 35 delegates from all over the world)

August 31, 1990 Federal University of Rio de Janeiro, BrazilDepartment of Biomedical Engineering(Speaker and Panelist)

September 4, 1990 University of Sao Paolo, BrazilDepartment of Biomedical Engineering(Speaker and Panelist)

September 7, 1990 University of Buenos Aires, Argentina

September 10, 1990 University of Montevideo, Uruguay(Universidad de la Republica,(Facultad de Ingenieria)Montevideo, Uruguay

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September 11, 1990 University of Montevideo, Uruguay(Universidad de la Republica,(Facultad de Medicina)Montevideo, Uruguay

September 13, 1990 University Santa MariaSantiago, Chile

September 14, 1990 Centro de Extension de la Universidad CatolicaSantiago, Chile

August 5, 1992 The Cyprus Institute of Neurology and Genetics Nicosia, Cyprus

February 8, 1993 Department of Electrical Engineering Pittsburgh University

February 9, 1993 College of Engineering, Women's ForumPittsburgh University

March 21-31, 1993 Chinese-American Workshop,Sponsored by National Science Foundation and

Chinese National Science Foundation

March 21-22, 1993 Southeast University, Nanjing

March 25, 1993 Xian University

March 27, 1993 Bejing University

March 29, 1993 Tsingua University

March 29, 1993 Bejing Inst. of Post and Telecommunications

March 31, 1993 Shanghai University

June 12, 1996 Carlton University, Department of Electrical Engineering, Ottawa Canada

July 7, 1997 University of Do Minhio, Dept. of Electrical Engineering,Guimaraes Portugal

May 17, 1998 ITAB’98 Washington,

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March 18, 1999 IEEE/EMBS Central Texas Section, Austin Texas

February 11, 2000 Catholic University, Dept. of Electrical Eng. San Antonio,Texas

June 8, 2004 Symposium on Computational Intelligence and Soft Computing,Zakopane, Poland, Neural Networks Society

July 19, 2004 University of Milan, Dept of Electrical and Computer Engineering

October 19, 2004 RIKEN Brain Sciences Institute, Japan

October 22, 2004 Nagoya University, Dept. of ECE, Robotics and Automation,Japan

October 26, 2004 Inje University, Dept. of Biomedical Engineering, Pusan, Korea

October 27, 2004 POSTECH University, Dept. of Electrical/Computing Eng.Po-hang, Ko

April 4, 2006 2006 NSF Workshop and Outreach Tutorials on ApproximateDynamic Programming, Cocoyoc, Mexico

April 10, 2006 University of Toronto, Dept of Electrical Engineering

December 6, 2006 NRC / Institute of Information Technology and the University ofOttawa, Ottawa, Canada

B. KEYNOTE SPEAKER

June 27, 1992 Society of Women Engineers (SWE) Awards Banquet

April 24, 1993 Mid-Atlantic Region Conference Society of Women Engineers Princeton, NJ

October 21, 1993 Joint North Jersey Computer and Metro EMBS Chapter on “Biomedical Applications of Artificial Neural Networks" Rockefeller University, New York, NY

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June 14, 1998 MEDICON’98, Lemessos, Cyprus

September 4, 1999 Medical Physics Conference, Patras, Greece

April 9 , 2000 SWE Conference, Summit, NJ

August 30, 2002 3rd European Symposium on Biomedical Engineering, Patras,Greece

October 25, 2004 4th International Conference of ISIE, Pusan, Korea

October 27, 2004 World Congress in Robotics (FIRA04/SEAL04), Busan, Korea

May 3, 2007 KIMAS’07, Knowledge Intensive Multi Agent SystemsBoston, Mass

June 29, 2007 International Workshop on Biometrics, Hong Kong

August 16, 2007 Workshop on Biometrics and Computational IntelligenceOrlando, Florida

C. PLENARY SPEAKER

August 18, 1992 Biomedical Engineering Days Bogazici University, Istanbul Turkey

October 18, 1992 Computational Neuroscience Symposium (CNS ’92) Nov. 16, 1993 `ANNIE' 1993, University of Missouri, St. Louis,MO

May 22, 1995 21st Annual IEEE Northeast Bioengineering Conference. Bangor, Main

May 17, 1998 ITAB’98 Washington, DC

June 14, 1998 MEDICON '98, Lemessos, Cyprus

August 18, 2003 ELEKTRON ’03, University de San Martin de PorresLima, Peru

October 14, 2003 IEEE Leadership Conference, Quito, Ecuador

December 5, 2003 University of Santiago, Biomedical Engineering Symposium, Chile

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August 8, 2004 ELEKTRON ’04, Lima, Peru

September 18, 2005 International Symposium of Computational IntelligenceMexico City, Mexico

September 12, 2006 International Conference on Artificial Neural Networks(ICANN06), Athens, Greece

D. OTHER INVITED TALKS

July 19, 1977 Research Center of Xerox Corporation Rochester, New York

October 13, 1978 New York University Medical Center Department of Physiology and Biophysics,

New York, NY

January 8, 1979 Center for Visual Science University of Rochester, Rochester, New York

March 15, 1979 Department of Psychology Syracuse University, Syracuse, New York

December 7, 1979 Department of Neuroscience Albert Einstein College of Medicine

July 17, 1980 Department of Electrical Engineering Rutgers University

January 30, 1981 Institute for Sensory Research Syracuse University, Syracuse, New York

September 30, 1981 Department of Psychology Rutgers University

December 1, 1982 IEEE New York Chapter Rockefeller University, New York, New York

February 27, 1984 Department of Biomedical Engineering Case Western Reserve University, Cleveland, Ohio

November 6, 1985 Department of Psychology

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Rutgers University

April 3, 1986 Department of Physics Syracuse University, Syracuse, New York April 4, l986 Biophysics Group Syracuse University, Syracuse, New York

April l4, l986 KRIKOS - Symposium on AI Philadelphia, Pennsylvania

January 15, 1988 David Sarnoff Laboratories Princeton, N.J.

April 22, 1989 Applied Physics Labs Symposium on Neural Networks Johns Hopkins University

April 21, 1990 Department of Electrical Engineering New Jersey Institute of Technology, Newark, New Jersey

May 5, 1990 Symposium on Computers in Medicine New Jersey Institute of Technology, Newark, New Jersey

June 18, 1990 Bioengineering Panel "Linking Neural Networks, Neuroscience & Bioengineering" International Joint Conference on Neural Networks San Diego, California

Nov. 12, 1990 NASA, Workshop on Aerospace Applications of Bionics Research Triangle, N. Carolina

Jan. 28, 1991 Colloquium on Fostering Research Collaborations betweenEngineering and Medicine, Organized and Supported by theDirectorate for Engineering, NSF and the National Institute ofGeneral Medical Sciences, NIH with the National Research andthe National Academy of Sciences

Feb. 14, 1991 Joint Seminar on Neural Networks, Depts. of Electrical Engineering and Mechanical Engineering Auburn University, Auburn, Alabama

Feb. 15, 1991 Society of Women Engineers (SWE) Role Model ProgramAuburn University, Auburn, Alabama

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April 6, 1991 The Role of the Academic AdvisorTau Beta Pi District II Conference

October 23, 1991 Center for Molecular and Biological SciencesRutgers University, Newark, N.J.

December 6, 1991 Department of Computer Science University of Tulane, LA

April 13, 1992 Biomedical Engineering Seminar SeriesRutgers University, College of Engineering

August 6, 1992 Short Course on Neural Networks University of Cyprus, Dept. of Computer Science

Nicosia, Cyprus

August 7, 1992 Short Course on Neural Networks in Biomedical Eng.The Cyprus Association of Medical Physics andBiomedical Engineering, Nicosia, Cyprus

October 17, 1992 Special Lecturer, Computational Neurosciences SymposiumDepartment of Electrical Engineering

Purdue University, Indianapolis, Indiana

October 21, 1992 Department of Electrical EngineeringPurdue University, Lafayette, IN

April 23, 1993 Department of Mechanical Engineering University of Delaware, Delaware

April 23, 1993 College of Engineering, Women's Forum Women of Status in Engineering Programs University of Delaware, Delaware

Dec. 10, 1993 Bellcore, Piscataway NJ (This lecture was televised to all otherlocations of Bellcore in New Jersey)

May 4, 1994 Princeton University-GWISE, Graduate Student Forum

May 11, 1994 Rockefeller University-The NYC Micro to Mainframe and theAssociation for Computing Machinery

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Nov 2, 1994 16th Annual IEEE/EMBS Meeting Baltimore, Maryland Workshop "Hybrid Systems-Neural, Fuzzy and Beyond"

April 8, 1995 Society of Women Engineers (SWE) Princeton SectionPrinceton University

March 8, 1996 Douglass College, Rutgers University

February 22, 1997 Department of Physics, Delaware State University

November 16, 1997 Department of Computer Science, Tulane University

January 26, 1998 Department of Surgery, Neuroscience Series, UMDNJ/RWJMedical School

September 21, 1998 Department of Biomedical Engineering, Rutgers University

September 25, 1998 Department of Applied Physics, Rutgers University, Newark

October 14, 1998 Department of Neurology, Grand Rounds, UMDNJ/RWJ

March 14, 1999 Center for Applied Physics, Arizona State University

March 17, 1999 Loma Linda Medical Center, Ontario, California

September 16, 1999 IEEE/ISTAS Student Awards Session, U. of Penn.

October 18, 1999 Douglass College, Rutgers University

October 25, 1999 Ethicon, Johnson and Johnson, Somerville, NJ

November 1, 1999 Department of Biomedical Engineering, Rutgers University

November 13, 1999 Princeton University, SWE Forum

March 11, 2000 Princeton University, SWE Forum

April 17, 2001 Douglass College, Buntin-Cobb Program

March 16, 2002 Douglass College, Buntin-Cobb Program

September 1, 2002 Biomedical Engineering Summer School, Patras, Greece

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October 3, 2002 Physics Dept. Syracuse University, Syracuse NY

October 9, 2002 European World Congress on Stereotactic FunctionalNeurosurgery, Toulouse, France.

October 30, 2002 Nuyang Technological University (NTU), Biomedical Engineering,Singapore

October 31, 2002 National University of Singapore, School of Electrical Engineering,Singapore

March 7, 2003 Martin Lockheed, Penn

August 21, 2003 X Congreso International De Ingenieria Electronica,Electrica y de Sistemas, Lima, Peru

November 7, 2003 Technical University, Dept of Electrical Engineering Quito,Ecuador

December 8, 2003 University of Chile, Dept of Biomedical Engineering, Santiago,Chile

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