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Finding, Linking and Organizing Resources with Linked Data & Natural Language Processing Paul Buitelaar Unit for Natural Language Processing Digital Enterprise Research Institute - National University of Ireland, Galway Copyright 2010 Digital Enterprise Research Institute. All rights reserved, Paul Buitelaar
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What does that mean? What is a (re)source? What is a link? What resources can we link – and how? How to find and organize resources and links? Let’s go through an example… Finding, Linking & Organizing Resources
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Linking van Gogh (resources)
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Linking van Gogh (links)
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Linking van Gogh (objects) March 30 th, 1853 personObj-1 Zundert July 29 th, 1890 Auvers-sur-Oise Vincent van Gogh personRepresentationObj-1 personBirthObj-1 locationObj-1 locationObj-2 personDeathObj-1 personObj-2 personRepresentationObj-2 Theo van Gogh
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Finding Resources (and Links) Structured Data (Proprietary databases, thesauri etc.) Open-domain databases, thesauri, etc. … … increasingly turned into ‘Linked Open Data’ Unstructured Data (Proprietary textual descriptions, images, videos etc.) Open-domain textual descriptions, images, videos etc. … … to be turned into & connected with ‘Linked Open Data’
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Finding Links in Text
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Linking van Gogh - continued personObj-1 artistObj-1 bold brushstrokes Diego Velazquez personRepresentationObj-2 artistObj-2 artistTechniqueObj-1 Vincent van Gogh personRepresentationObj-1
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The Remainder of this Talk Linked Open Data (LOD) Some LOD applications & tools LOD and Natural Language Processing
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Linked Open Data Turning web of documents into a Web of Data Uniquely identifying web objects (documents, images, named-entities, facts, …) Enabling the discovery & interlinking of web objects through semantic metadata Open access to data
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Linked Open Data ‘cloud’
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Linked Open Media Data
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LOD Applications Search Engine for the Web of Data SIGMA http://sig.ma (builds on http://sindice.com/)http://sig.mahttp://sindice.com/ Contact: Giovanni Tummarello, DERI Music Recommendation http://dbrec.net http://dbrec.net Contact: Alexandre Passant, DERI Research Collaboration Support, Expert Finding http://saffron.deri.ie/ http://saffron.deri.ie/ Contact: Paul Buitelaar, DERI
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Search the Web of Data with SIGMA
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More Data – but also more issues…
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dbrec : the Web of Data recommends…
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Mary Black is related to Frances Black …
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… and this is why
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Saffron : Expert Finding
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Expertise Topic Extraction
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Publication Browsing
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Expert Browsing
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Publication Details: Abstract/PDF
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Publication Details: Authors/Topics
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Expertise Topic Details
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Personalization
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Personalized Expert Recommendation
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Linking Objects in Saffron Author Document Title PDF Topic Affiliation Researcher Picture Researcher ExpertiseTopic
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Other LOD Application Areas Linked Open Drug Data (Matthias Samwald, DERI) http://esw.w3.org/HCLSIG/LODD - W3C WG includes participation by Johnson & Johnson, AstraZeneca http://esw.w3.org/HCLSIG/LODD http://esw.w3.org/HCLSIG/LODD/Data http://esw.w3.org/HCLSIG/LODD/Data Open Government Data (Richard Cyganiak, DERI) http://linkeddata.deri.ie/node/72 - includes data sets from USA, UK, Australia, Canada, Sweden, New Zealand http://linkeddata.deri.ie/node/72 Library Linked Data (Jodi Schneider, DERI) http://www.w3.org/2005/Incubator/lld/ http://www.w3.org/2005/Incubator/lld/ Financial Linked Data (Sean O’Riain, DERI) Linking Enterprise Data for Business Intelligence
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Linked with extracted Financial Facts (amounts) – annotated with semantic metadata (financial meaning) according to eXtensible Business Reporting Language (XBRL) http://www.monnet-project.eu/ Financial Linked Data
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Some LOD Tools ‘RDB2RDF’ - mapping relational DBs to RDF http://www.w3.org/2001/sw/rdb2rdf/ (incl. Survey Report) http://www.w3.org/2001/sw/rdb2rdf/ ‘Silk’ (Freie Universitaet Berlin) - specify links to use in discovering relationships between LOD data items http://www4.wiwiss.fu-berlin.de/bizer/silk/ http://www4.wiwiss.fu-berlin.de/bizer/silk/ Semantic Drupal, ‘sparqlviews’ (Lin Clark, DERI) - easy integration of Linked Data in CMS Drupal http://semantic-drupal.com/ http://semantic-drupal.com/ http://drupal.org/project/sparql_views http://drupal.org/project/sparql_views EU Projects http://latc-project.eu/ http://lod2.eu/ http://latc-project.eu/http://lod2.eu/
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Open LOD Issues How to integrate new LOD into the LOD cloud – with addition of information rather than duplication? Entity consolidation dbpedia:JohnSmith owl:sameAs bbcmusic:JohnSmith Vocabulary alignment geonames:location owl:sameAs dbpedia:place How to identify the most fitting LOD resources for a particular application/domain? Estimate application/domain semantics Match application/domain semantics with LOD semantics
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Linked Open Data LOD and Natural Language Processing Domain/Application Semantics Linked Open Data for Domain/Application Domain Corpus YZ X YZ X LOD vocabularies YZ X Y1Y1 Z1Z1 LOD instances from domain corpus
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Acknowledgements & Further Info DERI colleagues on all things ‘linked open data’, for more info http://linkeddata.deri.ie/ http://linkeddata.deri.ie/ The Saffron team (in alphabetical order) Georgeta Bordea, Fergal Monaghan, Krystian Samp http://saffron.deri.ie/ http://saffron.deri.ie/ Grant support Science Foundation Ireland Grant No. SFI/08/CE/I1380 for Lion-2 http://nlp.deri.ie/ http://nlp.deri.ie/ EU FP7 Grant No. 248458 for the Monnet project on Multilingual Ontologies for Networked Knowledge http://www.monnet-project.euhttp://www.monnet-project.eu
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