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The Semantic Web is a vision of information that is understandable by computers. Although there is great exploitable potential, we are still in "Generation Zero'' of the Semantic Web, since there are few real-world compelling applications. The heterogeneity, the volume of data and the lack of standards are problems that could be addressed through some nature inspired methods. The paper presents the most important aspects of the Semantic Web, as well as its biggest issues; it then describes some methods inspired from nature - genetic algorithms, artificial neural networks, swarm intelligence, and the way these techniques can be used to deal with Semantic Web problems.

Empleo

Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

What is the Web of Data? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Four principles of Linked Data ,[object Object],[object Object],[object Object],[object Object],[object Object]

http://dbpedia.org/resource/Amsterdam http://dbpedia.org/resource/City http://www.w3.org/1999/02/22-rdf-syntax-ns# type http://umbel.org/umbel/ne/wikipedia/Amsterdam http://www.w3.org/2002/07/owl#sameAs http://www.freebase.com/view/en/abraham_pais http://dbpedia.org/ontology/birthPlace An example of linked data ,[object Object],[object Object]

Since 2006, people are creating linked data

The WoD is a complex system! ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Amsterdam The Netherlands isLocatedIn Christophe VU Amsterdam workIn isLocatedIn workIn workIn The links have explicit semantics, which brings implicit links deduced after the reasoning process

People are trying to use the WoD ,[object Object],[object Object],[object Object],http://challenge.semanticweb.org/

The WoD itself should be robust ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Network analysis A new way of seeing the WoD What network analysis tells us

A new way of seeing the WoD Consider the WoD as network

Applying network analysis over the WoD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Scales of observation of the WoD ,[object Object]

Graph-scale WoD network ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

[object Object],[object Object],[object Object]

The degree of 7 is critical point after which the network is not scale-free any more.

Top central nodes Betweenness centrality Closeness centrality Degree centrality Every centrality has a specific meaning... Node Value DBpedia 0.332 DBLP Berlin 0.108 DBLP (RKB) 0.100 DBLP Hannover 0.097 FOAF profiles 0.075 Node Value DBpedia 0.762 Geonames 0.614 Drug Bank 0.576 Linked MDB 0.544 Flickr wrappr 0.526 Node Value DBpedia 0.505 UniProt 0.266 DBLP (RKB) 0.266 ACM (RKB) 0.229 GeneID 0.211

Triple-scale WoD network ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

[object Object],[object Object],[object Object],Network Nodes Eges Average path length Components BTC 605K 860K 2.15 602K BTC aggregated 14K 31K 2.80 7K BTC aggregated + filter 37 91 1.88 17

Degree distribution BTC BTC aggregated Power-law distribution

The next steps Open challenges Ongoing research activities at VUA

Challenges: ,[object Object],[object Object],Amsterdam The Netherlands isLocatedIn Christophe VU Amsterdam workIn isLocatedIn workIn workIn Asia isLocatedIn

Challenges: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Monitoring and Improving the WoD ,[object Object],[object Object],[object Object],[object Object],Guéret, Groth, van Harmelen, Schlobach, " Finding the Achilles Heel of the Web of Data: using network analysis for link-recommendation ", ISWC2010 - To appear

{cgueret, swang, schlobac}@few.vu.nl We need to study more!

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