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Explanation-awareness in Case-Based Reasoning system development aims at making such systems smarter in interactions with their users. When using Linked Data for case acquisition from text one aspect of being smarter is the provision of evidence for the trustworthiness of the acquired cases. The Trustworthiness of such cases relies not only on the provenance of the text but also on the provenance of the used ontological knowledge. Users can only assess the quality of the case-based reasoner’s results, i.e., the cases, if the system provides provenance information and if such a system can justify its results. In fact, explanation capabilities very much rely on provenance information.
Citation preview
Competence Center Case-Based Reasoning
PROVENANCE-AWARENESS: A PRE-REQUISITE TO
EXPLANATION-AWARENESSThomas Roth-Berghofer and Benjamin Adrian
German Research Center for Artificial Intelligence DFKI GmbH
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
AWARENESS OF SYSTEM,DESIGNER AND USER
• Awareness – from knowledge level perspective – always means:
• Explicit knowledge
• Formal knowledge
• Recording / storing
• Book-keeping
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
AWARENESS OF SYSTEM,DESIGNER AND USER
• Awareness – from knowledge level perspective – always means:
• Explicit knowledge
• Formal knowledge
• Recording / storing
• Book-keeping
RDF
URI
HTTP
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
WITH PROVENANCE DATA
• Answer questions on …
•Where
•When
•Who
• How
•… provenance information was gathered or produced.
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
WITH PROVENANCE DATA
• Answer questions on …
•Where
•When
•Who
• How
•… provenance information was gathered or produced.
Trust?
Reliability?Trust-
worthiness?
Quality?
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
<skos:Concept rdf:about="http://mycbr-project.net/models/Recipe#Shallots"> <skos:prefLabel> Shallots </skos:prefLabel> <rdf:type rdf:resource="ingredients_vegetables"/></skos:Concept> <skos:Concept rdf:about="http://mycbr-project.net/models/Recipe#Onions"> <skos:prefLabel> Onions </skos:prefLabel> <rdf:type rdf:resource="ingredients_vegetables"/> </skos:Concept>
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
As of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
As of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
<http://mycbr-project.net/models/Recipe#onions> owl:sameas <http://dbpedia.org/resource/Onion><http://mycbr-project.net/models/Recipe#green_fettuccine"> owl:sameas <http://dbpedia.org/resource/Fettucine><http://mycbr-project.net/models/Recipe#spinach_noodles"> owl:sameas <http://dbpedia.org/resource/Noodle>
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
As of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
As of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
Texts
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
Ontology-based Information Extraction
As of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
Texts
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
Ontology-based Information Extraction
Case Base
As of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
Texts
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
Jamendo
BBCProgrammes
Music-brainz
Magna-
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
riese
Geo-names
World Fact-
Euro-stat
flickrwrappr
Open Calais
SIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
QDOS
Pub Guide
Project Guten-berg
LIBRIS
ECS South-ampton
BBC Music
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
Ontology-based Information Extraction
Case Base
As of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
Texts
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
Jamendo
BBCProgrammes
Music-brainz
Magna-
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
riese
Geo-names
World Fact-
Euro-stat
flickrwrappr
Open Calais
SIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
QDOS
Pub Guide
Project Guten-berg
LIBRIS
ECS South-ampton
BBC Music
USING LINKED DATA FOR CASE
GENERATIONLinkedCT
Reactome
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
ymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniR
PROSITE
Gene Ontology
PubChem
MGI
UniSTS
GEOSpecies
Magna-tune
LinkedMDB
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
W3CWordNet
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
RDF Book Mashup
Project Guten-berg
DBLPBerlin
Pisa
CiteSeer
RKBExplorer
RKBECS
South-ampton
Case Model
Connection Model
Ontology-based Information Extraction
Case Base
myCBRAs of July 2009
LinkedCTReactome
Taxonomy
KEGG
PubMed
GeneID
Pfam
UniProt
OMIM
PDB
SymbolChEBI
Daily Med
Disea-some
CAS
HGNC
InterPro
Drug Bank
UniParc
UniRef
ProDom
PROSITE
Gene Ontology
HomoloGene
PubChem
MGI
UniSTS
GEOSpecies
Jamendo
BBCProgrammes
Music-brainz
Magna-tune
BBCLater +TOTP
SurgeRadio
MySpaceWrapper
Audio-Scrobbler
LinkedMDB
BBCJohnPeel
BBCPlaycount
Data
Gov-Track
US Census Data
riese
Geo-names
lingvoj
World Fact-book
Euro-stat
flickrwrappr
Open Calais
RevyuSIOCSites
Doap-space
Flickrexporter
FOAFprofiles
CrunchBase
Sem-Web-
Central
Open-Guides
Wiki-company
QDOS
Pub Guide
RDF ohloh
W3CWordNet
OpenCyc
UMBEL
Yago
DBpedia
Freebase
Virtuoso Sponger
DBLPHannover
IRIT Toulouse
SWConference
Corpus
RDF Book Mashup
Project Guten-berg
DBLPBerlin
LAAS- CNRS
Buda-pestBME
IEEE
IBM
Resex
Pisa
New-castle
RAE 2001
CiteSeer
ACM
DBLP RKB
Explorer
eprints
LIBRIS
SemanticWeb.org
Eurécom
RKBECS
South-ampton
CORDIS
ReSIST ProjectWiki
NationalScience
Foundation
ECS South-ampton
LinkedGeoData
BBC Music
owl:sameas
Texts
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
USING LINKED DATA FOR CASE GENERATION
•Where is the data coming from? Can I trace the source?
•What is the quality of the data? How does the used data affect the quality of the generated cases?
• Is the used data trustworthy (enough)? Will the generated cases be trustworthy (enough)?
•…
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
DELEGATE AWARENESS TO SYSTEM!
• Let system do the book-keeping!
•What you get:
•Opportunity to trigger maintenance of (CBR) system.
• Collected provenance information good source for explaining provenance related issues to the user!
• System can use provenance information for assessment of data, thus explaining to itself.
Donnerstag, 5. August 2010
© 2
010
DFK
I CC
CBR
Competence Center Case-Based Reasoning
PROVENANCE-AWARENESS: A PRE-REQUISITE TO
EXPLANATION-AWARENESSThomas Roth-Berghofer and Benjamin Adrian
German Research Center for Artificial Intelligence DFKI GmbH
Thank you!
Donnerstag, 5. August 2010
