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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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© 2
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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
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© 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
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© 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
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© 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
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© 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
![Page 7: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/7.jpg)
© 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
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© 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
![Page 9: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/9.jpg)
© 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
![Page 10: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/10.jpg)
© 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
![Page 11: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/11.jpg)
© 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
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© 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
![Page 13: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/13.jpg)
© 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
![Page 14: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/14.jpg)
© 2
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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
![Page 15: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/15.jpg)
© 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
![Page 16: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/16.jpg)
© 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
![Page 17: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/17.jpg)
© 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
![Page 18: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/18.jpg)
© 2
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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
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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
![Page 20: Provenance-awareness: A pre-requisite to explanation-awareness](https://reader034.vdocuments.mx/reader034/viewer/2022051513/547e9773b4795993508b4bb6/html5/thumbnails/20.jpg)
© 2
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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