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Pascal Christoph



Catalog enrichment à la
Linked Open Data


  SWIB12, Cologne, 2012-12-26
  Workshop: Introduction to Linked Open Data
License
2




    This presentation – inclusive the graphics made by the author, are licensed CC0:
    https://creativecommons.org/about/cc0

    Pictures from http://www.istockphoto.com/ at slides 5, 7, 8 and 41 are licensed CC-BY-ND:
    http://creativecommons.org/licenses/by-nd/3.0/de/

    Linking Open Data cloud diagram, by Richard Cyganiak and Anja Jentzsch. http://lod-
    cloud.net/




     Christoph - Catalog enrichment à la Linked Open Data                            2012-12-26
Overview
3




       Catalog enrichment
          Definition

          Technique

          Matching

          Linking

       Implementation demo
       Conclusion

    Christoph - Catalog enrichment à la Linked Open Data     2012-12-26
Overview
4




       Catalog enrichment
          Definition

          Technique

          Matching

          Linking

       Implementation demo
       Conclusion

    Christoph - Catalog enrichment à la Linked Open Data     2012-12-26
Catalog enrichment ?
Catalog enrichment: definition
6



       Any addendum to the records:
          linksto fulltexts/webpages/...
          subjects, tags, recensions

          covers

          ...

       The source of the addendum does not matter
        (users, libraries, companies...)
       New features: only indirect

    Christoph - Catalog enrichment à à la Linked Open Data
                Kataloganreicherung la Linked Open Data      24.05.2012
                                                              2012-12-26
                                                              2012-09-27
„INSTANT GRATIFICATION“
Overview
9




       Catalog enrichment
          Definition

          Technique

          Matching

          Linking

       Implementation demo
       Conclusion

    Christoph - Catalog enrichment à la Linked Open Data     2012-12-26
Catalog enrichment: methods
10




                                                               Sourtce of the pictures :http://findicons.com/about


       database vs.                                           mashup
     Christoph - Catalog enrichment à à la Linked Open Data
                 Kataloganreicherung la Linked Open Data                                 24.05.2012
                                                                                          2012-12-26
                                                                                          2012-09-27
methods
11




     locale DB:                                               dynamic mashup:
     + elaborated combination of the                          + data always up-to-date
     data
                                                              + relatively easy to integrate the data
     + data can be used to search and
     browse and other features                                - needs (performant) API
     - continously high effort to                             - no search etc.
     integrate the data




     Christoph - Catalog enrichment à à la Linked Open Data
                 Kataloganreicherung la Linked Open Data                           24.05.2012
                                                                                    2012-12-26
                                                                                    2012-09-27
infrastructure
12




     RDF based storing with SPARQL endpoint:
        Easy to add data
        Open to be used by customer
        Self-describing data
        SPARQL is a (too?) powerful API



     Christoph - Catalog enrichment à à la Linked Open Data
                 Kataloganreicherung la Linked Open Data             24.05.2012
                                                                      2012-12-26
Overview
13




        Catalog enrichment
           Definition

           Technique

           Matching

           Linking

        Implementation demo
        Conclusion

     Christoph - Catalog enrichment à la Linked Open Data     2012-12-26
14




     Source of the picture: http://www.flickr.com/photos/jhsum-commons/4419490136/
lobid.org
15


        triple store with SPARQL Endpoint: 4store
        open data from the hbz union catalog
        16 M records <=> 1 B Triple
        links to:
• 5.500 Projekt Gutenberg                                     • 1.250.000 Open Library
• 12.000 DBpedia                                              • 700.000 ZDB
• 70.000 b3kat                                                • 800.000 LOC Iso-639-2
• 200.000 Dewey Decimal Class.                                • 22.000.000 gnd authority file
• 270.000 DNB Nationalbiografie                               • 32.000.000 lobid-organisations
• 420.000 OCLC


     Christoph - Catalog enrichment à à la Linked Open Data
                 Kataloganreicherung la Linked Open Data                       24.05.2012
                                                                                2012-12-26
                                                                                2012-09-27
Software
16



        Silk
        Culturegraph
        Google-refine
        Hadoop
        ...




     Christoph - Catalog-enrichment à à la Linkedmit LOD
     Jansen / Christoph KataloganreicherungOpen Data
                 Kataloganreicherung la Linked Open Data     24.05.2012
                                                              2012-12-26
                                                              2012-09-27
Matching algorithms
17



        depending on the data
           Interestingdata reside „elsewhere“
           => other cataloging rules

          DBpedia example:
           Creator, ISBN etc. are often missing => only title
           constraints:
               german  DBpedia
               category:Literarisches_Werk ,
                category:Lexikon,_Enzyklopädie

     Christoph - Catalog enrichment à à la Linked Open Data
                 Kataloganreicherung la Linked Open Data      24.05.2012
                                                               2012-12-26
                                                               2012-09-27
Problem: disambiguation
18



        matching is to blurry
        Post processing:
          Allow only bundle with same creator




     Christoph - Catalog-enrichment à à la Linkedmit LOD
     Jansen / Christoph KataloganreicherungOpen Data
                 Kataloganreicherung la Linked Open Data   24.05.2012
                                                            2012-12-26
                                                            2012-09-27
Bundle having the same creator
19




     Christoph - Catalog-enrichment à à la Linkedmit LOD
     Jansen / Christoph KataloganreicherungOpen Data
                 Kataloganreicherung la Linked Open Data   24.05.2012
                                                            2012-12-26
                                                            2012-09-27
Bundle having different creators
20




     Christoph - Catalog-enrichment à à la Linkedmit LOD
     Jansen / Christoph KataloganreicherungOpen Data
                 Kataloganreicherung la Linked Open Data   24.05.2012
                                                            2012-12-26
                                                            2012-09-27
LOW-HANGING
     FRUIT
Kai Schreiber, „Reiche Ernte” 7. August 2005 via Flickr CC BY-SA 2.0
Overview
22




        Catalog enrichment
           Definition

           Technique

           Matching

           Linking

        Implementation demo
        Conclusion

     Christoph - Catalog enrichment à la Linked Open Data     2012-12-26
triplification
23



        Find predicates or mint them yourself
           rdrel:workManifested

           =>      Triple:
             <lobid-resource> <rdrel:workManifested> <dbpedia-resource>




     Christoph - Catalog-enrichment à à la Linkedmit LOD
     Jansen / Christoph KataloganreicherungOpen Data
                 Kataloganreicherung la Linked Open Data         24.05.2012
                                                                  2012-12-26
                                                                  2012-09-27
indexing
24



        What is the license ?
        Import triples into the SPARQL-Endpoint
          own „named graph“ has advantages:
               Easilyremovable/changeable
               Provenience is stored
               Query specific named graphs




     Christoph - Catalog-enrichment à à la Linkedmit LOD
     Jansen / Christoph KataloganreicherungOpen Data
                 Kataloganreicherung la Linked Open Data     24.05.2012
                                                              2012-12-26
                                                              2012-09-27
Named Graphs
25




     Christoph - Catalog-enrichment à à la Linkedmit LOD
     Jansen / Christoph KataloganreicherungOpen Data
                 Kataloganreicherung la Linked Open Data          24.05.2012
                                                                   2012-12-26
                                                                   2012-09-27
What we achieved
26



        12.000 „sure“ links to 4.000 DBpedia
         resources => 4.000 new „Work“-levels (21.000
         discared links)
          average size of a bundle: 3

        links to freebase: 3.000
        0.1 % enrichment




     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data           24.05.2012
                                                                  2012-09-27
                                                                  2012-12-26
What we achieved
27



        5.500 links zu 400 Project Gutenberg
         ressources (fulltexts in differnet formats)
          => 0.05% enrichment



        1.200.000 links to the work level of the Open
         Library
          => 12.5% enrichment




     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data           24.05.2012
                                                                  2012-09-27
                                                                  2012-12-26
What we achieved
28




     Sir Tim Berners Lee:




                                                   Source of picture: http://www.w3.org/DesignIssues/LinkedData.html




      Christoph - Catalog enrichment à à la Linked Open Data
                  Kataloganreicherung la Linked Open Data                                       2012-12-26
                                                                                                2012-09-27
LOW-HANGING
    FRUIT
Kai Schreiber, „Reiche Ernte” 7. August 2005 via Flickr CC BY-SA 2.0
What we achieved
30




                                    DBpedia example:

                  „Die Heilige Johanna der Schlachthöfe“




     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data           24.05.2012
                                                                  2012-09-27
                                                                  2012-12-26
What we achieved
34




                              Open Library example:

                             „With reference to reference“




     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data           24.05.2012
                                                                  2012-09-27
                                                                  2012-12-26
Linking Example: LODUM
36




     Christoph - Catalog enrichment à à la Linked Open Data
                 Kataloganreicherung la Linked Open Data      24.05.2012
                                                               2012-12-26
                                                               2012-09-27
Integration into the catalog
37



        What is allowed ?
        What should be integrated, what not?
        Human readable presentation of the
         links/URIs
        (some) data should be indexed locally (e. g. to
         be able to search)
        ...


     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data      24.05.2012
                                                             2012-09-27
                                                             2012-12-26
Overview
38




        Catalog enrichment
           Definition

           Technique

           Matching

           Linking

        Implementation demo
        Conclusion

     Christoph - Catalog enrichment à la Linked Open Data     2012-12-26
Implementation demo
39




     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data      24.05.2012
                                                             2012-09-27
                                                             2012-12-26
Implementation demo
40




     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data      24.05.2012
                                                             2012-09-27
                                                             2012-12-26
Overview
41




        Catalog enrichment
           Definition

           Technique

           Matching

           Linking

        Implementation demo
        Conclusion

     Christoph - Catalog enrichment à la Linked Open Data     2012-12-26
43




     Bildquelle: http://www.flickr.com/photos/library_of_congress/4037490394/
conclusion
44




     Everything that's possible with LOD could also
     be achieved without LOD.


     It's just easier with LOD.




     Christoph - Kataloganreicherung à la Linkedmit LOD
     Jansen / Christoph -enrichment à la Linked Open Data
                 Catalog Kataloganreicherung Open Data          24.05.2012
                                                                 2012-09-27
                                                                 2012-12-26
LOD - Definition „linked“
45                           Ad astra ?
                             Addata ! ?
                             Ad astra
                             Ad data !
To boldly go where no data has gone before.

           To boldly go where no data has gone before .

           Source of the picture:http://hubblesite.org/gallery/album/star/pr2006050d
     Christoph - Kataloganreicherung à la Linked Open Data                             2012-09-27
Open source
46




                                               http://sourceforge.net/projects/culturegraph/


                           http://4store.org/



                       https://github.com/lobid/



     Silk            https://www.assembla.com/spaces/silk


     Christoph - Catalog enrichment à la Linked Open Data
47   Thank you !


          Pascal Christoph
          christoph@hbz-nrw.de

          semweb@hbz-nrw.de
48              list of references
- KiM: Empfehlungen zur Öffnung bibliothekarischer Daten
https://wiki.d-nb.de/pages/viewpage.action?pageId=45419980
- Till Kreutzer (2010): Open Data – Freigabe von Daten aus Bibliothekskatalogen
http://www.hbz-nrw.de/dokumentencenter/veroeffentlichungen/open-data-leitfaden.pdf
- Adrian Pohl (2010): Open Data im hbz-Verbund. Erschienen in: ProLibris. 3. Preprint:
http://www.hbz-nrw.de/dokumentencenter/produkte/lod/aktuell/pohl_2010_open-data.pdf
- Tim Berners Lee's talk of Open Data (2010): http://www.youtube.com/watch?v=3YcZ3Zqk0a8
- Jansen / Christoph: Dynamische Kataloganreicherung auf Basis von Linked Open Data
http://de.slideshare.net/h_jansen/dynamische-kataloganreicherung-auf-basis-von-linked-open-data
- Blog post: First results using SILK to link to DBpedia
https://wiki1.hbz-nrw.de/display/SEM/2012/05/03/First+results+using+SILK+to+link+to+DBpedia
- Blog post: 1.2 M links to Open Library
https://wiki1.hbz-nrw.de/display/SEM/2012/05/23/1.2+M+links+to+Open+Library
- Oliver Flimm (2010): LOD und die Open Library http://de.slideshare.net/flimm/lod-openlibrary20100512
- Directory of data „thedatahub“ aka CKAN: http://www.thedatahub.org/
- 49 bibliographic data sources as LODhttp://thedatahub.org/group/bibliographic?tags=lod

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Swib12 workshop lod_beginners

  • 1. Pascal Christoph Catalog enrichment à la Linked Open Data SWIB12, Cologne, 2012-12-26 Workshop: Introduction to Linked Open Data
  • 2. License 2 This presentation – inclusive the graphics made by the author, are licensed CC0: https://creativecommons.org/about/cc0 Pictures from http://www.istockphoto.com/ at slides 5, 7, 8 and 41 are licensed CC-BY-ND: http://creativecommons.org/licenses/by-nd/3.0/de/ Linking Open Data cloud diagram, by Richard Cyganiak and Anja Jentzsch. http://lod- cloud.net/ Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 3. Overview 3  Catalog enrichment  Definition  Technique  Matching  Linking  Implementation demo  Conclusion Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 4. Overview 4  Catalog enrichment  Definition  Technique  Matching  Linking  Implementation demo  Conclusion Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 6. Catalog enrichment: definition 6  Any addendum to the records:  linksto fulltexts/webpages/...  subjects, tags, recensions  covers  ...  The source of the addendum does not matter (users, libraries, companies...)  New features: only indirect Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 8.
  • 9. Overview 9  Catalog enrichment  Definition  Technique  Matching  Linking  Implementation demo  Conclusion Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 10. Catalog enrichment: methods 10 Sourtce of the pictures :http://findicons.com/about database vs. mashup Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 11. methods 11 locale DB: dynamic mashup: + elaborated combination of the + data always up-to-date data + relatively easy to integrate the data + data can be used to search and browse and other features - needs (performant) API - continously high effort to - no search etc. integrate the data Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 12. infrastructure 12 RDF based storing with SPARQL endpoint:  Easy to add data  Open to be used by customer  Self-describing data  SPARQL is a (too?) powerful API Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26
  • 13. Overview 13  Catalog enrichment  Definition  Technique  Matching  Linking  Implementation demo  Conclusion Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 14. 14 Source of the picture: http://www.flickr.com/photos/jhsum-commons/4419490136/
  • 15. lobid.org 15  triple store with SPARQL Endpoint: 4store  open data from the hbz union catalog  16 M records <=> 1 B Triple  links to: • 5.500 Projekt Gutenberg • 1.250.000 Open Library • 12.000 DBpedia • 700.000 ZDB • 70.000 b3kat • 800.000 LOC Iso-639-2 • 200.000 Dewey Decimal Class. • 22.000.000 gnd authority file • 270.000 DNB Nationalbiografie • 32.000.000 lobid-organisations • 420.000 OCLC Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 16. Software 16  Silk  Culturegraph  Google-refine  Hadoop  ... Christoph - Catalog-enrichment à à la Linkedmit LOD Jansen / Christoph KataloganreicherungOpen Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 17. Matching algorithms 17  depending on the data  Interestingdata reside „elsewhere“  => other cataloging rules  DBpedia example:  Creator, ISBN etc. are often missing => only title  constraints:  german DBpedia  category:Literarisches_Werk , category:Lexikon,_Enzyklopädie Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 18. Problem: disambiguation 18  matching is to blurry  Post processing:  Allow only bundle with same creator Christoph - Catalog-enrichment à à la Linkedmit LOD Jansen / Christoph KataloganreicherungOpen Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 19. Bundle having the same creator 19 Christoph - Catalog-enrichment à à la Linkedmit LOD Jansen / Christoph KataloganreicherungOpen Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 20. Bundle having different creators 20 Christoph - Catalog-enrichment à à la Linkedmit LOD Jansen / Christoph KataloganreicherungOpen Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 21. LOW-HANGING FRUIT Kai Schreiber, „Reiche Ernte” 7. August 2005 via Flickr CC BY-SA 2.0
  • 22. Overview 22  Catalog enrichment  Definition  Technique  Matching  Linking  Implementation demo  Conclusion Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 23. triplification 23  Find predicates or mint them yourself  rdrel:workManifested  => Triple: <lobid-resource> <rdrel:workManifested> <dbpedia-resource> Christoph - Catalog-enrichment à à la Linkedmit LOD Jansen / Christoph KataloganreicherungOpen Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 24. indexing 24  What is the license ?  Import triples into the SPARQL-Endpoint  own „named graph“ has advantages:  Easilyremovable/changeable  Provenience is stored  Query specific named graphs Christoph - Catalog-enrichment à à la Linkedmit LOD Jansen / Christoph KataloganreicherungOpen Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 25. Named Graphs 25 Christoph - Catalog-enrichment à à la Linkedmit LOD Jansen / Christoph KataloganreicherungOpen Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 26. What we achieved 26  12.000 „sure“ links to 4.000 DBpedia resources => 4.000 new „Work“-levels (21.000 discared links)  average size of a bundle: 3  links to freebase: 3.000  0.1 % enrichment Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 27. What we achieved 27  5.500 links zu 400 Project Gutenberg ressources (fulltexts in differnet formats)  => 0.05% enrichment  1.200.000 links to the work level of the Open Library  => 12.5% enrichment Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 28. What we achieved 28 Sir Tim Berners Lee: Source of picture: http://www.w3.org/DesignIssues/LinkedData.html Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 2012-12-26 2012-09-27
  • 29. LOW-HANGING FRUIT Kai Schreiber, „Reiche Ernte” 7. August 2005 via Flickr CC BY-SA 2.0
  • 30. What we achieved 30 DBpedia example: „Die Heilige Johanna der Schlachthöfe“ Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 31.
  • 32.
  • 33.
  • 34. What we achieved 34 Open Library example: „With reference to reference“ Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 35.
  • 36. Linking Example: LODUM 36 Christoph - Catalog enrichment à à la Linked Open Data Kataloganreicherung la Linked Open Data 24.05.2012 2012-12-26 2012-09-27
  • 37. Integration into the catalog 37  What is allowed ?  What should be integrated, what not?  Human readable presentation of the links/URIs  (some) data should be indexed locally (e. g. to be able to search)  ... Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 38. Overview 38  Catalog enrichment  Definition  Technique  Matching  Linking  Implementation demo  Conclusion Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 39. Implementation demo 39 Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 40. Implementation demo 40 Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 41. Overview 41  Catalog enrichment  Definition  Technique  Matching  Linking  Implementation demo  Conclusion Christoph - Catalog enrichment à la Linked Open Data 2012-12-26
  • 42.
  • 43. 43 Bildquelle: http://www.flickr.com/photos/library_of_congress/4037490394/
  • 44. conclusion 44 Everything that's possible with LOD could also be achieved without LOD. It's just easier with LOD. Christoph - Kataloganreicherung à la Linkedmit LOD Jansen / Christoph -enrichment à la Linked Open Data Catalog Kataloganreicherung Open Data 24.05.2012 2012-09-27 2012-12-26
  • 45. LOD - Definition „linked“ 45 Ad astra ? Addata ! ? Ad astra Ad data ! To boldly go where no data has gone before. To boldly go where no data has gone before . Source of the picture:http://hubblesite.org/gallery/album/star/pr2006050d Christoph - Kataloganreicherung à la Linked Open Data 2012-09-27
  • 46. Open source 46 http://sourceforge.net/projects/culturegraph/ http://4store.org/ https://github.com/lobid/ Silk https://www.assembla.com/spaces/silk Christoph - Catalog enrichment à la Linked Open Data
  • 47. 47 Thank you ! Pascal Christoph christoph@hbz-nrw.de semweb@hbz-nrw.de
  • 48. 48 list of references - KiM: Empfehlungen zur Öffnung bibliothekarischer Daten https://wiki.d-nb.de/pages/viewpage.action?pageId=45419980 - Till Kreutzer (2010): Open Data – Freigabe von Daten aus Bibliothekskatalogen http://www.hbz-nrw.de/dokumentencenter/veroeffentlichungen/open-data-leitfaden.pdf - Adrian Pohl (2010): Open Data im hbz-Verbund. Erschienen in: ProLibris. 3. Preprint: http://www.hbz-nrw.de/dokumentencenter/produkte/lod/aktuell/pohl_2010_open-data.pdf - Tim Berners Lee's talk of Open Data (2010): http://www.youtube.com/watch?v=3YcZ3Zqk0a8 - Jansen / Christoph: Dynamische Kataloganreicherung auf Basis von Linked Open Data http://de.slideshare.net/h_jansen/dynamische-kataloganreicherung-auf-basis-von-linked-open-data - Blog post: First results using SILK to link to DBpedia https://wiki1.hbz-nrw.de/display/SEM/2012/05/03/First+results+using+SILK+to+link+to+DBpedia - Blog post: 1.2 M links to Open Library https://wiki1.hbz-nrw.de/display/SEM/2012/05/23/1.2+M+links+to+Open+Library - Oliver Flimm (2010): LOD und die Open Library http://de.slideshare.net/flimm/lod-openlibrary20100512 - Directory of data „thedatahub“ aka CKAN: http://www.thedatahub.org/ - 49 bibliographic data sources as LODhttp://thedatahub.org/group/bibliographic?tags=lod