Linked Data

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Linked Data - Presentation Transcript

  1. Web == One huge DB A seminar on Linked Data and Semantic Web
  2. The Web of Linked Documents
  3. Issues of Linked Documents
    • Loosely structured Data
    • Unstructured hyperlinks
    • Disconnected Data
  4. What is Semantic Web? “ The first step is putting data on the Web in a form that machines can naturally understand, or converting it to that form. This creates what I call a Semantic Web – a web of data that can be processed directly or indirectly by machines.” ~ Tom Heath
  5. The Web of Linked Data
  6. The Semantic Web
    • This converts the whole web into a single database.
    • Designed for machines and humans.
    • Links between things-things and things-and its description.
    • Encourages reuse, reduces redundancy
    • Enables to add more value to data over the network.
  7. Linked Data Technology Stack
    • URIs
    • HTTP
    • RDF (Resource Description Framework)
    • RDFS/OWL
  8. URIs – Not Just for Web Pages
    • “A Uniform Resource Identifier (URI) provides a simple and extensible means for identifying a resource.” -- RFC 3986
    • Examples
      • http://dbpedia.org/resource/Tim_Berners-Lee
      • http://dbpedia.org/resource/Model_Engieering_College
      • http://sws.geonames.org/4671654/
  9. HTTP
    • Data access mechanism
    • Using http:// URIs to identify things allows people to look these things up
  10. RDF: Resource Description Framework
    • Data format for describing things and their interrelations.
    • Descibes relations based on triples; subject-predicate-object
  11. The RDF Data Model
      subject -> predicate -> object Tom -> worksFor -> Talis Talis -> basedIn -> Birmingham <uri> -> <uri> -> <uri> eg: <http://dbpedia.org/resource/Talis_Group> <http://xmlns.com/foaf/0.1/based_near> <http://sws.geonames.org/3333125/>
  12. Data Merging with RDF
    • Consider a profile of Richard
  13. Data Merging with RDF
      This can be naturally merged
  14. Data Merging with RDF
    • This is linked Data
  15. Data discovery in RDF
  16. Advantages of RDF
    • Information in different sources merge naturally
    • Clients can look up every URI in and RDF graph over the Web to get addictional info.
    • Easy description of relations with the help of RDFS
  17. Linked Data principles
    • Use HTTP URIs
    • Provide useful information in RDF
    • Include RDF links to other URIs
  18. Why publish Linked Data?
    • Ease of discovery
    • Ease of consumption
      • standards-based data sharing
    • Reduced redundancy
    • Added value
      • build ecosystems around your data/content
  19. The Linking Open Data Project
  20. The Linking Open Data Project
    • Community project with W3C support
    • Take existing open data sets
    • Make them available on the Web in RDF
    • Interlink them with other data sets
    • Began early 2007
  21. LOD Cloud as on November 2007
  22. LOD Cloud as on March 2008
  23. LOD Cloud as on March 2009
  24. The latest LOD cloud as on July 2009
  25. Setting RDF links
    • RDF links enable LD browsers and crawlers to discover additional data
    • The application domain determine the RDF properties used in predicate section.
      • eg: for describing people : foaf:knows, foaf:based_near
      • for showing another same data source: owl:sameAs
    • We can set the RDF links manually and generate links automatically using algorithms.
  26. Generating RDF links manually
    • Identify the datasets you want to link to.
    • Search for the right URIs to link to using search interfaces if provided. Or using LD browsers
    • Use services like Uriqr to search for existing URIs and choose the most popular one suiting your need.
  27. Auto generating RDF links
    • Used on Large datasets
    • Two major methods
      • Pattern Based algorithm
        • Searches the URIs on various data sets for similar patterns and link generate the RDF links
      • Property based algorithms
        • Searches additional informations of the resource at the resource end points rather than the URIs alone.
          • Eg: interlinking Dbpedia and Geonames.
  28. Now how to put it on Linked Data
    • Serve as static files
      • Simplest way is to produce static RDF files and upload them to your webserver.
        • When creating FOAF profiles, and RDF vocabularies
        • RDF is generated by some other software.
    • Serving RDB on
      • The conventional DB is untouched
      • A mapping is done to produce the RDF files.
      • Tools like D2R server and OpenLink Virtuoso is used.
  29. RDB to Linked Data
  30. SPARQL
    • S PARQL P rotocol a nd R DF Q uery L anguage
    • Retrieves data from RDF
    • Similar to SQL syntax
      • Eg:
      • PREFIX foaf: < http://xmlns.org/foaf/0.1/ >
    SELECT ?acquaintance FROM < http://w3.org/People/Berners-Lee/card > WHERE { < http://w3.org/People/Berners-Lee/card#i > foaf:knows ?acquaintance . FILTER isURI(?acquaintance) }
  31. Linked Data Applications
  32. Linked Data Applications
    • Browsers
      • Marbles
    • Search engines
      • Falcons
    • Mashups
      • Dbpedia Mobile
      • Talis Aspire
      • DERI pipes
  33. Challanges
    • User Interface
    • Link Maintenance
    • Licensing
    • Trust, Quality, Relevance
  34. Conclusions
    • Linked Data will enable revolution on how data will be used
    • Machines will finally be able to search!!
    • Researchers can have a wide range of related data to dig into.
  35. “ RAW DATA NOW! ” ~Tim Berners

+ cyriacsmailcyriacsmail, 2 months ago

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My academic seminar presentation on Linked Data

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