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Capturing emerging relations between schema ontologies on the Web of Data,[object Object],Andriy Nikolov,[object Object],Enrico Motta,[object Object]
Public linked data,[object Object],“Linking” in the Linked Data cloud:,[object Object],References to instance URIs described in external sources,[object Object],Special case: identity links between equivalent resources,[object Object],Linking Open Data cloud diagram, by Richard Cyganiak and AnjaJentzsch. http://lod-cloud.net/,[object Object]
Motivation,[object Object],Schema heterogeneity is an obstacle both for creating and for utilising these links,[object Object],Extracting information on the same topic from different repositories,[object Object],Discovering equivalence links between individuals,[object Object],Motivation for our work: discovering instance-level links,[object Object],How to choose the repositories to connect a new one?,[object Object],Which subsets of repositories contain co-referring instances?,[object Object],?,[object Object],LinkedMDB,[object Object],TV programs,[object Object],DBPedia,[object Object],Freebase,[object Object],movies,[object Object],pieces of music,[object Object],MusicBrainz,[object Object]
Schema-level interlinks,[object Object],Schema-level,[object Object],?,[object Object],Data-level,[object Object]
Matching approaches,[object Object],“Top-down”,[object Object],Analyzing schema ontologies and generating alignments (manually or automatically),[object Object],UMBEL,[object Object],Using CYC as a “backbone”,[object Object],Mapping commonly used schema ontologies,[object Object],“Bottom-up”,[object Object],Inferring schema mappings based on instance-level information,[object Object]
Our approach,[object Object],Constructing a large-scale network of schema mappings,[object Object],Applying a light-weight instance-based matcher,[object Object],Analysing the resulting network,[object Object],What does it tell us about the use of ontologies?,[object Object]
Motivating factors,[object Object],Potential use case scenarios,[object Object],Discovering relevant sources for connection,[object Object],Discovering relevant subsets of comparable instances,[object Object],Tolerance to the quality of mappings,[object Object],A mapping between “strongly overlapping” classes is still useful even if there is no strict equivalence/subsumption,[object Object]
Instance-based matching,[object Object],Use of instance-based matching,[object Object],Some implicit schema-level assumptions cannot be captured using only schema-level evidence,[object Object],Interpretation mismatches,[object Object],dbpedia:Actor = professional actor (film or stage),[object Object],movie:actor = anybody who participated in a movie,[object Object],Class interpretation “as used” vs “as designed”,[object Object],FOAF: foaf:Person = any person,[object Object],DBLP: foaf:Person = computer scientist,[object Object]
Instance set overlaps,[object Object],Co-typing,[object Object],dbpedia:Artist,[object Object],yago:ItalianComposers,[object Object],DBPedia,[object Object],is_a,[object Object],is_a,[object Object],dbpedia:Ennio_Morricone,[object Object],Declared association,[object Object],movie:music_contributor,[object Object],dbpedia:Artist,[object Object],mo:MusicArtist,[object Object],is_a,[object Object],is_a,[object Object],LinkedMDB,[object Object],DBPedia,[object Object],MusicBrainz,[object Object],=,[object Object],=,[object Object],dbpedia:Ennio_Morricone,[object Object],movie:music_contributor/2490,[object Object],music:artist/a16…9fdf,[object Object]
Dataset,[object Object],Billion Triple Challenge 2009,[object Object],about 1.14 billion triples,[object Object],contains,[object Object],core LOD repositories (DBPedia, Freebase, Geonames, Musicbrainz, LinkedMDB,…),[object Object],smaller semantic datasets retrieved by search servers (Falcon-S, Sindice),[object Object],≈3.6M co-typing-based overlapping pairs of classes,[object Object],≈1M association-based pairs,[object Object]
Inferring mappings,[object Object],Classification task,[object Object],Classes A, B: is there a mapping?,[object Object],Boolean classification ,[object Object],type of mappings assigned based on comparing sizes of instance sets,[object Object],Features,[object Object],𝑛𝑠1, 𝑛𝑠2: namespaces of class URIs,[object Object],|𝑒𝐴∩𝐵|: size of the overlap,[object Object],𝑒𝐴, 𝑒𝐵: sizes of instance sets,[object Object],|𝑒(𝐴∩𝐵)||𝑒𝐴|,|𝑒(𝐴∩𝐵)||𝑒𝐴|: ratio of the overlapping subset to the complete instance set,[object Object],[object Object], ,[object Object]
Test,[object Object],Training,[object Object],Training set: 6000 overlapping pairs of classes,[object Object],Test: 10-fold cross-validation,[object Object],Training,[object Object],Training set: 6000 overlapping pairs of classes,[object Object],Test: 10-fold cross-validation,[object Object],Applying,[object Object],2 networks of class mappings,[object Object]
Observations: class mappings,[object Object],Association-based network: classes involved into the largest number of mappings,[object Object],High-level classes represented concepts covered in many repositories,[object Object],… and describing categories with very fine-grained class decomposition,[object Object],Usually also the most populated ones,[object Object],geonames:Feature,[object Object],freebase:people.person,[object Object],yago:PhysicalEntity,[object Object],linkedmdb:film,[object Object],umbel:Person,[object Object],akt:Person,[object Object],akt:ArticleReference,[object Object],…,[object Object],“under-linked” ones?,[object Object]
Observations: class mappings,[object Object],Co-typing-based network: classes involved into the largest number of mappings,[object Object],Popular classes reused in many repositories,[object Object],… or in DBPedia,[object Object],… and describing categories with fine-grained class decomposition,[object Object],Usually also the most populated ones,[object Object],foaf:Person,[object Object],umbel:Person,[object Object],dbpedia:Person,[object Object],dbpedia:FootballPlayer,[object Object],wordnet:Person,[object Object],dbpedia:Album,[object Object],sioc:WikiArticle,[object Object],geonames:Feature,[object Object],…,[object Object]
Links between ontologies,[object Object],Aggregated network: connections between ontologies,[object Object],Mapping-based links between ontologies,[object Object],At least 1 mapping between corresponding classes must exist,[object Object]
Association-based network,[object Object]
Association-based network,[object Object],Generic:,[object Object],[object Object]
Freebase
UMBEL
OpenCYC
DBPedia,[object Object]
Freebase
UMBEL
OpenCYC

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Capturing emerging relations between schema ontologies on the Web of Data