Download pdf - Provenance-awareness: A pre-requisite to explanation-awareness

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

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AWARENESS OF SYSTEM,DESIGNER AND USER

• Awareness – from knowledge level perspective – always means:

• Explicit knowledge

• Formal knowledge

• Recording / storing

• Book-keeping


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AWARENESS OF SYSTEM,DESIGNER AND USER

• Awareness – from knowledge level perspective – always means:

• Explicit knowledge

• Formal knowledge

• Recording / storing

• Book-keeping

RDF

URI

HTTP


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WITH PROVENANCE DATA

• Answer questions on …

•Where

•When

•Who

• How

•… provenance information was gathered or produced.


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WITH PROVENANCE DATA

• Answer questions on …

•Where

•When

•Who

• How

•… provenance information was gathered or produced.

Trust?

Reliability?Trust-

worthiness?

Quality?


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USING LINKED DATA FOR CASE

GENERATIONLinkedCT

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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


© 2

010

DFK

I CC

CBR


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>


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010

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I CC

CBR


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


© 2

010

DFK

I CC

CBR


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


© 2

010

DFK

I CC

CBR


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


© 2

010

DFK

I CC

CBR


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>


http://mycbr-project.net/models/Recipe#onions

http://mycbr-project.net/models/Recipe#onions

http://dbpedia.org/resource/Onion

http://dbpedia.org/resource/Onion

http://mycbr-project.net/models/Recipe#green_fettuccine%22

http://mycbr-project.net/models/Recipe#green_fettuccine%22

http://dbpedia.org/resource/Fettucine

http://dbpedia.org/resource/Fettucine

http://mycbr-project.net/models/Recipe#spinach_noodles%22

http://mycbr-project.net/models/Recipe#spinach_noodles%22

http://dbpedia.org/resource/Noodle

http://dbpedia.org/resource/Noodle

© 2

010

DFK

I CC

CBR


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


© 2

010

DFK

I CC

CBR


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


© 2

010

DFK

I CC

CBR


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


© 2

010

DFK

I CC

CBR


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


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


© 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


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


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


© 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


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


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


© 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)?

•…


© 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.


© 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!
