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Unit for Natural Language Processing
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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Finding, Linking & Organizing Resources
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…
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Linking van Gogh (resources)
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Linking van Gogh (links)
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Linking van Gogh (objects)
personObj-1 Vincent van Gogh personRepresentationObj-1 March 30th, 1853 personBirthObj-1 Zundert locationObj-1 July 29th, 1890 personDeathObj-1 personObj-2 Auvers-sur-Oise locationObj-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 Vincent van Gogh personRepresentationObj-1 artistObj-1 artistObj-2 Diego Velazquez personRepresentationObj-2 artistTechniqueObj-1 bold brushstrokes
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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 (builds on Contact: Giovanni Tummarello, DERI Music Recommendation Contact: Alexandre Passant, DERI Research Collaboration Support, Expert Finding 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
LOD - Semantic Web Dog Food Author Document Title PDF LOD - OntoWiki, FOAF Affiliation Researcher Picture Natural Language Processing ExpertiseTopic LOD - DBpedia Topic
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Other LOD Application Areas
Linked Open Drug Data (Matthias Samwald, DERI) - W3C WG includes participation by Johnson & Johnson, AstraZeneca Open Government Data (Richard Cyganiak, DERI) - includes data sets from USA, UK, Australia, Canada, Sweden, New Zealand Library Linked Data (Jodi Schneider, DERI) Financial Linked Data (Sean O’Riain, DERI) Linking Enterprise Data for Business Intelligence
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Financial Linked Data Linked with extracted Financial Facts (amounts) – annotated with semantic metadata (financial meaning) according to eXtensible Business Reporting Language (XBRL)
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Some LOD Tools ‘RDB2RDF’ - mapping relational DBs to RDF
(incl. Survey Report) ‘Silk’ (Freie Universitaet Berlin) - specify links to use in discovering relationships between LOD data items Semantic Drupal, ‘sparqlviews’ (Lin Clark, DERI) - easy integration of Linked Data in CMS Drupal EU Projects
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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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LOD and Natural Language Processing
Linked Open Data Domain/Application Semantics Y Z X LOD vocabularies Domain Corpus Linked Open Data for Domain/Application Y Z X Y1 Z1 LOD instances from domain corpus
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Acknowledgements & Further Info
DERI colleagues on all things ‘linked open data’, for more info The Saffron team (in alphabetical order) Georgeta Bordea, Fergal Monaghan, Krystian Samp Grant support Science Foundation Ireland Grant No. SFI/08/CE/I1380 for Lion-2 EU FP7 Grant No for the Monnet project on Multilingual Ontologies for Networked Knowledge
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