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Linked Data and cultural heritage 
data: an overview of the 
approaches from Europeana and 
The European Library 
Nuno Freire 
Chief data officer 
The European Library 
Pacific Neighbourhood Consortium 
2014 Annual Conference 
Taipei, October 2014
Outline 
 Introduction and Context 
• The European Library 
• Europeana 
• The data model for metadata exchange in the 
Europeana network 
 Linked Data at The European Library 
• Managing and linking person names 
• Managing and linking place names 
• Managing and linking concepts
Introduction and 
context 
www.theeuropeanlibrary.org
What is The European 
Library? 
 Project started 1996, full operational service 
from 2005 
 European hub of metadata, collections and 
increasing amount of full text 
 Membership of national and research libraries of 
47 Council of Europe states 
 Non-profit, owned and managed by member 
libraries
What does The European 
Library offer? 
Experienced 
European 
project partner 
Large-scale 
aggregation 
Infrastructure 
Data and 
digital content 
of Europe’s 
libraries 
Data 
distribution 
Data 
enrichment 
Linked open 
data
Open data distribution
EUROPEANA - Europe’s cultural heritage 
portal 
 32.6m records from 
2,300 European 
galleries, museums, 
archives and libraries 
 Books, newspapers, 
journals, letters, diaries, 
archival papers 
 Paintings, maps, 
drawings, photographs 
 Music, spoken word, 
radio broadcasts 
 Film, newsreels, 
television 
 Curated exhibitions 
 31 languages
The European Library as 
libraries aggregator to Europeana 
Domain Aggregators National initiatives 
Audiovisual 
collections 
National Aggregators 
Regional Aggregators 
Archives 
Thematic collections 
Libraries 
e.g. 
Culture 
Grid, 
Culture.fr 
e.g. Musées 
Lausannois 
e.g. The 
European 
Library 
e.g. APEX 
e.g. EUScreen, 
European Film 
Gateway 
e.g. Judaica Europeana, 
Europeana Fashion
Metadata in the Europeana Context 
 Provides a portal for users to access that data 
• Metadata, previews and links to source 
 Makes the metadata freely available for anyone to re-use 
• Under Creative Commons Zero (CC0) -public domain dedication 
 Makes metadata available via an API 
 Makes metadata available as Linked Open Data 
• http://data.europeana.eu/
Europeana Data Model: a Collaborative Effort 
Cross-community development 
Involving library, archive and museum experts 
Ca. 60 participants 
http://pro.europeana.eu/edm-documentation
Europeana Data Model: general principles 
• A cross domain approach 
• Supporting the common semantics of cultural domains 
• Addressing the requirements of the Europeana portal 
• Adheres to the modeling principles of the Web of Data 
• Available as an OWL ontology and XML schema 
• Allows finer-grained models of the different domains to be at least 
partly interoperable at the semantic level 
• Allows metadata to retain their original expressivity and richness
Linked Data at 
The European Library 
Managing and linking person names
Which data from VIAF is used at The 
European Library 
 Name variants 
Various forms of the name of the person or organization. 
May include the complete name, abbreviated names, 
acronyms, etc. 
 Date of birth/death 
The dates of birth and death of the person 
 Nationalities 
The nationalities of a person or organization.
How data from VIAF is used 
in The European Library 
 Name variants 
• For matching of names across records and data sources 
• Improves the identification of all publications of a work, the 
identification of publications in books-in-print databases, and the 
identification of the contributor in the rights-holders databases. 
 Date of birth/death 
• Used for determining the public domain status. 
• Used for matching confirmation and disambiguation of 
homonyms across data sources 
 Nationalities 
• Used, in some countries, for determining the public domain 
status of the work.
The matching process 
 VIAF data used for matching, 
disambiguation, and match probability
Matching work contributors with VIAF 
 Names are matched by similarity 
 Confirmation of the correctness of a name 
match is taken from other matching data 
• The dates of birth and death 
• The title of the work is compared against the list 
of titles available in VIAF 
• All the contributors of the work are matched 
against the list of known co-authors in VIAF 
• The publisher(s) of the work are matched against 
the list of known publishers in VIAF 
 A match is only chosen if enough supporting 
evidence is found
Contributor names in statements of 
responsibility 
“French Canadian freely arranged by Katherine K. Davis”. 
“ed. by Peter Noever ; with a forew. by Frank O. Gehry; and contrib. by 
Coop Himmelblau.” 
“W. Lange, A.C. Zeven and N.G. Hogenboom, editors” 
“by Pamela and Neal Priestland” 
“Vicente Aleixandre ; estudio previo, selección y notas de Leopoldo de 
Luis”
The approach 
 To approach the problem as a Named Entity Recognition 
task in text that may not be grammatically correct, thus 
lacking lexical evidence 
 Some requirements from the ARROW context 
• Easily applicable to several languages 
• The outcomes of the recognition task must be explainable 
 Design decisions 
• Exploring the structured data within national bibliographies 
• By analysis of the frequency of word occurrences in names of 
persons, and in other textual data 
• Using word occurrence frequency allows to 
• bypass the need for building training sets 
• be able to provide simpler explanations of the name recognition 
results
The process – bibliographic record 
processing 
 The named entity recognition is performed for a 
record as follows: 
• Statement of responsibility is tokenized 
• The person names are recognized by comparing the 
tokens with the dictionaries 
• The recognized names are compared against the 
names of the contributors present in the structured 
fields of the record. 
• If no similar name exists in the record, the contributor 
is added to the record in a structured data field
Evaluation data set 
(size of bibliographies and evaluation samples) 
National Bibliography Total 
records 
Main 
language 
Evaluation sample 
Statements of 
responsibility 
Referred 
Persons 
British Library 13.4 million English 205 328 
German National 
Library 9.4 million German 200 378 
National Library of the 
Netherlands 3.2 million Dutch 200 335 
National Library of 
Greece 0.4 million Greek 297 379 
Central Institute for the 
Union Catalogue of 
12.4 million Italian 224 297 
Italian Libraries 
Royal Library of 
Belgium 1 million French and 
Dutch 203 387 
Total: 1329 2104
Evaluation results 
Dataset 
Exact match 
metric 
Partial match 
metric 
Precision Recall Precision Recall 
British Library 0.981 0.979 0.991 0.991 
German National Library 0.975 0.934 0.992 0.992 
National Library of the 
Netherlands 0.973 0.875 0.977 0.979 
National Library of 
Greece 0.656 0.414 0.758 0.868 
Central Institute for the 
Union Catalogue of 
0.97 0.896 0.971 0.973 
Italian Libraries 
Royal Library of Belgium 0.981 0.959 0.981 0.982 
Overall: 0.948 0.837 0.958 0.963
Linked Data at 
The European Library 
Managing and linking place names
The approach for place name 
linking 
• We process the complete metadata elements 
• The alignment is performed with Geonames 
• Using the RDF dump of Geonames 
• A generic approach not using any language 
specific information 
• The words themselves are not used as evidence 
• We use only characteristics of the words (capitalization, size, 
etc) 
• Wordnets, part-of-speech analysis, morphological 
analysis, etc., are not used. 
• … in order to allow the use of this approach in a 
language independent manner
Resolution of the place names 
• This task aims to find a single entity in the geographic 
ontology for aligning with the place name 
• The first step of this task is to find all possible 
candidates for the resolution in the geographic 
ontology 
• Uses a heuristic based predictive model: 
• Assigns a probability for each resolution candidate as match 
or non_match 
• An alignment is established if a minimum probability 
threshold for the class match is achieved.
Which information supports the place 
name resolution 
Feature Description 
Number of words The number of words in the place name. 
Name match If the recognized place name matched: the main name of the 
place, an alternate name, etc. 
Exact name 
match 
If the recognized place name matched exactly the place 
name. 
Relative 
population 
Relative population of the candidate in comparison with other 
candidates. 
Geographic 
feature type 
The type of geographic feature: continent, country, city, etc. 
Related places 
found 
The number of other place names found in the 
administrative hierarchy. 
Relative related 
places 
The relative number of administrative divisions found in the 
subject heading 
In source country If it is located in one of the source countries of the subject 
heading system.
Linked Data at 
The European Library 
Managing and linking concepts
Linking Subject Indexing and 
Classification Data 
 The context 
• The centralization of bibliographic metadata enables 
resource access under a unified knowledge organization 
system 
 The challenges 
• Diversity of languages 
• Diversity of knowledge organization systems in use across 
European libraries 
• Heterogeneous levels of details in subject information 
 Current status at The European Library 
• Use of alignments between ontologies: 
• Alignments were created manually or semi-automatically 
• Alignments in use include: CERIF, MACS (LCSH, 
RAMEAU, SWD), UDC and DDC
References 
Further details may be consulted in the following publications: 
•Freire, N, 2014, 'Word Occurrence Based Extraction of Work Contributors from Statements 
of Responsibility'. International Journal on Digital Libraries: Volume 14, Issue 3 (2014), 
Page 141-148. DOI: 10.1007/s00799-014-0113-3. 
•Charles, V., Freire, N, Antoine, I., 2014, 'Links, languages and semantics: linked data 
approaches in The European Library and Europeana', in 'Linked Data in Libraries: Let's 
make it happen!' IFLA 2014 Satellite Meeting on Linked Data in Libraries. 
•Freire, N, Muhr, M, 2013, 'Use of Authorities Open Data in the ARROW Rights 
Infrastructure' in proceeding of the DC-2013 Linking to the Future Conference, 2013. 
•Freire, N, 2013, 'Visualization and navigation of knowledge in pan-European resources: the 
case of The European Library' in proceedings of International UDC Seminar on 
Classification & Visualization: interfaces to knowledge. 
•N. Freire, et al., "Author Consolidation across European National Bibliographies and 
Academic Digital Repositories", 11th International Conference on Current Research 
Information Systems, 2012. 
•N. Freire, J. Borbinha, P. Calado, "A Language Independent Approach for Aligning Subject 
Heading Systems with Geographic Ontologies", International Conference on Dublin Core 
and Metadata Applications 2011, 2011. 
•N. Freire, J. Borbinha, P. Calado, B. Martins, "A Metadata Geoparsing System for Place 
Name Recognition and Resolution in Metadata Records", ACM/IEEE Joint Conference on 
Digital Libraries, 2011.
Thank you 
Nuno Freire 
Chief data officer 
nuno.freire@theeuropeanlibrary.org

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Linked Data and cultural heritage data: an overview of the approaches from Europeana and The European Library

  • 1.
  • 2. Linked Data and cultural heritage data: an overview of the approaches from Europeana and The European Library Nuno Freire Chief data officer The European Library Pacific Neighbourhood Consortium 2014 Annual Conference Taipei, October 2014
  • 3. Outline  Introduction and Context • The European Library • Europeana • The data model for metadata exchange in the Europeana network  Linked Data at The European Library • Managing and linking person names • Managing and linking place names • Managing and linking concepts
  • 4. Introduction and context www.theeuropeanlibrary.org
  • 5. What is The European Library?  Project started 1996, full operational service from 2005  European hub of metadata, collections and increasing amount of full text  Membership of national and research libraries of 47 Council of Europe states  Non-profit, owned and managed by member libraries
  • 6.
  • 7. What does The European Library offer? Experienced European project partner Large-scale aggregation Infrastructure Data and digital content of Europe’s libraries Data distribution Data enrichment Linked open data
  • 9. EUROPEANA - Europe’s cultural heritage portal  32.6m records from 2,300 European galleries, museums, archives and libraries  Books, newspapers, journals, letters, diaries, archival papers  Paintings, maps, drawings, photographs  Music, spoken word, radio broadcasts  Film, newsreels, television  Curated exhibitions  31 languages
  • 10. The European Library as libraries aggregator to Europeana Domain Aggregators National initiatives Audiovisual collections National Aggregators Regional Aggregators Archives Thematic collections Libraries e.g. Culture Grid, Culture.fr e.g. Musées Lausannois e.g. The European Library e.g. APEX e.g. EUScreen, European Film Gateway e.g. Judaica Europeana, Europeana Fashion
  • 11. Metadata in the Europeana Context  Provides a portal for users to access that data • Metadata, previews and links to source  Makes the metadata freely available for anyone to re-use • Under Creative Commons Zero (CC0) -public domain dedication  Makes metadata available via an API  Makes metadata available as Linked Open Data • http://data.europeana.eu/
  • 12. Europeana Data Model: a Collaborative Effort Cross-community development Involving library, archive and museum experts Ca. 60 participants http://pro.europeana.eu/edm-documentation
  • 13. Europeana Data Model: general principles • A cross domain approach • Supporting the common semantics of cultural domains • Addressing the requirements of the Europeana portal • Adheres to the modeling principles of the Web of Data • Available as an OWL ontology and XML schema • Allows finer-grained models of the different domains to be at least partly interoperable at the semantic level • Allows metadata to retain their original expressivity and richness
  • 14. Linked Data at The European Library Managing and linking person names
  • 15. Which data from VIAF is used at The European Library  Name variants Various forms of the name of the person or organization. May include the complete name, abbreviated names, acronyms, etc.  Date of birth/death The dates of birth and death of the person  Nationalities The nationalities of a person or organization.
  • 16. How data from VIAF is used in The European Library  Name variants • For matching of names across records and data sources • Improves the identification of all publications of a work, the identification of publications in books-in-print databases, and the identification of the contributor in the rights-holders databases.  Date of birth/death • Used for determining the public domain status. • Used for matching confirmation and disambiguation of homonyms across data sources  Nationalities • Used, in some countries, for determining the public domain status of the work.
  • 17. The matching process  VIAF data used for matching, disambiguation, and match probability
  • 18. Matching work contributors with VIAF  Names are matched by similarity  Confirmation of the correctness of a name match is taken from other matching data • The dates of birth and death • The title of the work is compared against the list of titles available in VIAF • All the contributors of the work are matched against the list of known co-authors in VIAF • The publisher(s) of the work are matched against the list of known publishers in VIAF  A match is only chosen if enough supporting evidence is found
  • 19. Contributor names in statements of responsibility “French Canadian freely arranged by Katherine K. Davis”. “ed. by Peter Noever ; with a forew. by Frank O. Gehry; and contrib. by Coop Himmelblau.” “W. Lange, A.C. Zeven and N.G. Hogenboom, editors” “by Pamela and Neal Priestland” “Vicente Aleixandre ; estudio previo, selección y notas de Leopoldo de Luis”
  • 20. The approach  To approach the problem as a Named Entity Recognition task in text that may not be grammatically correct, thus lacking lexical evidence  Some requirements from the ARROW context • Easily applicable to several languages • The outcomes of the recognition task must be explainable  Design decisions • Exploring the structured data within national bibliographies • By analysis of the frequency of word occurrences in names of persons, and in other textual data • Using word occurrence frequency allows to • bypass the need for building training sets • be able to provide simpler explanations of the name recognition results
  • 21. The process – bibliographic record processing  The named entity recognition is performed for a record as follows: • Statement of responsibility is tokenized • The person names are recognized by comparing the tokens with the dictionaries • The recognized names are compared against the names of the contributors present in the structured fields of the record. • If no similar name exists in the record, the contributor is added to the record in a structured data field
  • 22. Evaluation data set (size of bibliographies and evaluation samples) National Bibliography Total records Main language Evaluation sample Statements of responsibility Referred Persons British Library 13.4 million English 205 328 German National Library 9.4 million German 200 378 National Library of the Netherlands 3.2 million Dutch 200 335 National Library of Greece 0.4 million Greek 297 379 Central Institute for the Union Catalogue of 12.4 million Italian 224 297 Italian Libraries Royal Library of Belgium 1 million French and Dutch 203 387 Total: 1329 2104
  • 23. Evaluation results Dataset Exact match metric Partial match metric Precision Recall Precision Recall British Library 0.981 0.979 0.991 0.991 German National Library 0.975 0.934 0.992 0.992 National Library of the Netherlands 0.973 0.875 0.977 0.979 National Library of Greece 0.656 0.414 0.758 0.868 Central Institute for the Union Catalogue of 0.97 0.896 0.971 0.973 Italian Libraries Royal Library of Belgium 0.981 0.959 0.981 0.982 Overall: 0.948 0.837 0.958 0.963
  • 24. Linked Data at The European Library Managing and linking place names
  • 25. The approach for place name linking • We process the complete metadata elements • The alignment is performed with Geonames • Using the RDF dump of Geonames • A generic approach not using any language specific information • The words themselves are not used as evidence • We use only characteristics of the words (capitalization, size, etc) • Wordnets, part-of-speech analysis, morphological analysis, etc., are not used. • … in order to allow the use of this approach in a language independent manner
  • 26. Resolution of the place names • This task aims to find a single entity in the geographic ontology for aligning with the place name • The first step of this task is to find all possible candidates for the resolution in the geographic ontology • Uses a heuristic based predictive model: • Assigns a probability for each resolution candidate as match or non_match • An alignment is established if a minimum probability threshold for the class match is achieved.
  • 27. Which information supports the place name resolution Feature Description Number of words The number of words in the place name. Name match If the recognized place name matched: the main name of the place, an alternate name, etc. Exact name match If the recognized place name matched exactly the place name. Relative population Relative population of the candidate in comparison with other candidates. Geographic feature type The type of geographic feature: continent, country, city, etc. Related places found The number of other place names found in the administrative hierarchy. Relative related places The relative number of administrative divisions found in the subject heading In source country If it is located in one of the source countries of the subject heading system.
  • 28. Linked Data at The European Library Managing and linking concepts
  • 29. Linking Subject Indexing and Classification Data  The context • The centralization of bibliographic metadata enables resource access under a unified knowledge organization system  The challenges • Diversity of languages • Diversity of knowledge organization systems in use across European libraries • Heterogeneous levels of details in subject information  Current status at The European Library • Use of alignments between ontologies: • Alignments were created manually or semi-automatically • Alignments in use include: CERIF, MACS (LCSH, RAMEAU, SWD), UDC and DDC
  • 30. References Further details may be consulted in the following publications: •Freire, N, 2014, 'Word Occurrence Based Extraction of Work Contributors from Statements of Responsibility'. International Journal on Digital Libraries: Volume 14, Issue 3 (2014), Page 141-148. DOI: 10.1007/s00799-014-0113-3. •Charles, V., Freire, N, Antoine, I., 2014, 'Links, languages and semantics: linked data approaches in The European Library and Europeana', in 'Linked Data in Libraries: Let's make it happen!' IFLA 2014 Satellite Meeting on Linked Data in Libraries. •Freire, N, Muhr, M, 2013, 'Use of Authorities Open Data in the ARROW Rights Infrastructure' in proceeding of the DC-2013 Linking to the Future Conference, 2013. •Freire, N, 2013, 'Visualization and navigation of knowledge in pan-European resources: the case of The European Library' in proceedings of International UDC Seminar on Classification & Visualization: interfaces to knowledge. •N. Freire, et al., "Author Consolidation across European National Bibliographies and Academic Digital Repositories", 11th International Conference on Current Research Information Systems, 2012. •N. Freire, J. Borbinha, P. Calado, "A Language Independent Approach for Aligning Subject Heading Systems with Geographic Ontologies", International Conference on Dublin Core and Metadata Applications 2011, 2011. •N. Freire, J. Borbinha, P. Calado, B. Martins, "A Metadata Geoparsing System for Place Name Recognition and Resolution in Metadata Records", ACM/IEEE Joint Conference on Digital Libraries, 2011.
  • 31. Thank you Nuno Freire Chief data officer nuno.freire@theeuropeanlibrary.org

Editor's Notes

  1. The European Library has a long history as an online service, starting as a project in 1996 and launching as a full operational service in 2005. Its membership base comprises all the national libraries of Europe, based on the Council of Europe’s 47 states, and a significant number of research libraries. The service is owned and run by its members, with representatives from the pan-European library organisations, including LIBER, on the board. The European Library is a single online gateway to the resources of Europe’s libraries.
  2. The European Library has a very large dataset of some 200 million bibliographic records, representing Europe’s bibliography; 26 million digitised object;, millions of pages of digitised text. The European Library aggregates all types of data and content provided by libraries, including respository text and data. It has a large-scale aggregation infrastructure, and ingests, indexes, enriches and clusters significant amounts of data and content. Metadata is open and distributed as data dumps and APIs and placed in the workflows and systems used by researchers. The data is also provided as linked open datasets. The European Library is an experienced partner in European projects, including project co-ordination. Let’s see some examples.
  3. At a working level, we operate in a network of aggregators. We can’t work directly with 2,200 organisations, so we rely on aggregators to collect data, harmonise it, and deliver to Europeana. Aggregators are important because they share a background with the organisations whose content they bring together, so there is close understanding.The aggregation model enables Europeana to collect huge quantities of data from thousands of providers, through only a handful of channels.