term dependence on the semantic web

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Institute of Web Science iws.seu.edu .cn Term Dependence on the Semantic Web Gong Cheng and Yuzhong Qu Institute of Web Science (IWS) Southeast University, P.R. China at ISWC 2008, Karlsruhe, Germany

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Term Dependence on the Semantic Web. Gong Cheng and Yuzhong Qu Institute of Web Science (IWS) Southeast University, P.R. China at ISWC 2008, Karlsruhe, Germany. What is happening on the hypertext Web. foaf:Agent. rdfs:subClassOf. rdfs:subClassOf. foaf:Person. wn:Agent-3. - PowerPoint PPT Presentation

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Page 1: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Term Dependence on the Semantic Web

Gong Cheng and Yuzhong Qu

Institute of Web Science (IWS)

Southeast University, P.R. China

at ISWC 2008, Karlsruhe, Germany

Page 2: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

What is happening on the hypertext Web

Page 3: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

How about the Semantic Web

foaf:Person

foaf:Agent

wn:Agent-3

rdfs:subClassOfrdfs:subClassOf

Page 4: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Term Dependence Graph (TDG)

foaf:Person

foaf:Agent

rdfs:subClassOf

wn:Agent-3

Page 5: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Data Set

As of April 20089.8 million well-formed RDF documents114,408 hosts, or 7,290 registered domain names400 million RDF triples

http://iws.seu.edu.cn/services/falcons/

Page 6: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Distribution of RDF documents on websites

bio2rdf.org

dbpedia.org

openlinksw.com

buzznet.com

bibsonomy.org

l3s.de

Page 7: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Size distribution of RDF documents

Maximum at 5

NCI ThesaurusWordNet

Page 8: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

How large is the TDG analyzed

1,278,233 terms as nodes (from 3,039 vocabularies)1,158,480 classes (90.6%)

118,808 properties (9.3%)

945 both (0.1%)

7,312,657 arcs (after removing self-loops)

Page 9: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Distribution of terms in vocabularies

EthanAnimals

OpenCyc

DBpedia propertiesEthanAnimals

FMA

Page 10: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Degree analysis of TDG

In-degree: direct influence degree

Out-degree: direct dependence degree

Average in-/out-degree: 5.72

Page 11: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

In-degree

rdf:type

rdfs:subClassOf

owl:Class

rdfs:label

rdfs:comment

rdfs:Class

owl:equivalentClass

cyc:guid

64.9%

Page 12: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Out-degree

40.9% at 5

Focal classes

Page 13: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Correlation

Pearson’s correlation coefficient between in-degrees and out-degrees

0.006 [-1, 1]∈

Page 14: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Distance analysis of TDG

foaf:Person

foaf:Agent

rdfs:subClassOf

wn:Agent-3

Page 15: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Dependence depth

Average dependence depth: 10

Leaf classes in FMA

Page 16: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Hop plot and effective diameter

Page 17: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Connectivity analysis of TDG

93.4%

in FMA

Page 18: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Connectivity analysis of TDG

over 40,000 disconnected pieces after 16 nodes are removed

Page 19: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Vocabulary Dependence Graph (VDG)

foaf:Person

foaf:Agent

rdfs:subClassOf

wn:Agent-3

foaf

rdfs

wn

Page 20: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

How large is the VDG analyzed

3,039 vocabularies as nodes

11,392 arcs (after removing self-loops)

Page 21: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Degree analysis of VDG

rdf, rdfs, owl, daml

Average in-/out-degree: 3.75

Page 22: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Distance analysis of VDG

Page 23: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Connectivity analysis of VDG

Page 24: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Main results

Power-laws

Complex structures within ontologieslong distance between terms

Only a few links between ontologies (excluding language-level ontologies)

All the data are available online.

Page 25: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

More words

Linking Open Data (LOD)

Linking Ontologies on the Web (LOW)third-party links, e.g. ontology matching

publishing links online (collaboratively)

Page 26: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Thank you for your attention

English Chinese Pronunciation

Semantic Web 语义网 yu`yiwon

Ontology 本体 benty

Class 类 ley

Property 属性 shu`shin

Page 27: Term Dependence on the Semantic Web

Institute of Web Science

iws.seu.edu.cn

Gong Cheng [email protected]

Power-law

Axy

Axy

lglglg