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Semantics through Collective Intelligence

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Semantics through Collective Intelligence. Prof. Dr. Steffen Staab. TexPoint fonts used in EMF. Read the TexPoint manual before you delete this box.: A A A A A A A A A A A A A A A A. Collective Intelligence. Collective datasets Hosted public datasets Gated datasets Social networks,… - PowerPoint PPT Presentation
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<is web> Information Systems & Semantic Web University of Koblenz ▪ Landau, Germany Semantics through Collective Intelligence Prof. Dr. Steffen Staab
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Page 1: Semantics through Collective Intelligence

<is web> Information Systems & Semantic Web

University of Koblenz ▪ Landau, Germany

Semantics through Collective Intelligence

Prof. Dr. Steffen Staab

Page 2: Semantics through Collective Intelligence

<is web>

Steffen [email protected]

Semantics though CI2 of 8

ISWeb

Collective Intelligence

Collective datasets Hosted public datasets Gated datasets

• Social networks,…

Wikipedia style Actually includes

• Discussions• Editor hierarchies• Policies

Pagerank style highly effective no coordination no control (modulo spamming)

Gene ontology DBPedia, Public census data Facebook, LinkedIn

Wikiversity FAQs

Yahoo Answers, Lycos IQ

Tagging Flickr, Delicious, … geotagging

Different Flavors

Page 3: Semantics through Collective Intelligence

<is web>

Steffen [email protected]

Semantics though CI3 of 8

ISWeb

Collective Intelligence

Collective datasets Hosted public datasets Gated datasets

• Social networks,…

Wikipedia style Actually includes

• Discussions• Editor hierarchies• Policies

Pagerank style highly effective no coordination no control (modulo spamming)

Different Flavors

Sizes History Semantics

Page 4: Semantics through Collective Intelligence

<is web>

Steffen [email protected]

Semantics though CI4 of 8

ISWeb

Swoogle

RDFSrulesgeo...

Billion Triples Challenge: The Power of Collective Datasets

Common approach: Import dump to new data silo

Semantic Web?

Geoquerying

GeoNames

WordNet

GeoNames

flexible

scaleable

webby

extensible

RDFS Rules

inflexiblemonolithic

notscaleable

PlaceOfBirthbirthplace

birthplace

WordNet Swoogle

fulltext

12 months in 2005/06700M triples

+ ++

+ >1Gt

Page 5: Semantics through Collective Intelligence

<is web>

Steffen [email protected]

Semantics though CI5 of 8

ISWeb

Semaplorer

Page 6: Semantics through Collective Intelligence

<is web>

Steffen [email protected]

Semantics though CI6 of 8

ISWeb

…but not quite far enough

Stronger: Semantics is weak

) Some Collective Ontology Engineering

Bigger: There is no data like more data

) more data sources to create

) more data sources to include

Faster: Scaleability of querying

) a matter of science, not one of witchcraft!

) Impressive track record from tiny to medium size in 10 years

Page 7: Semantics through Collective Intelligence

<is web>

Steffen [email protected]

Semantics though CI7 of 8

ISWeb

Impacts

New ways of exploring data Semaplorer (http://btc.isweb.uni-koblenz.de) Parallax (http://mqlx.com/~david/parallax/)

New ways of mining data

New ways of relating data

Page 8: Semantics through Collective Intelligence

<is web>

Steffen [email protected]

Semantics though CI8 of 8

ISWeb

Conclusion

New forms of collective intelligence generate semantic data

) Use them!


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