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Hunting for semantic clusters in Europeana
Transcript of Hunting for semantic clusters in Europeana
over 22 million Europeana objects? 1. Connecting as many objects (books, films, paintings, etc) to the resources of Virtual International Authority Files (VIAF) Europeana Innovation Pilots 1. Cluster records into small clusters OCLC Research: Two step approach On the clusters
Clusters are generally good but are limited to close relationships
On the data use for the research
Quality issues in the data
Standard are interpreted differently by providers despite the presence of guidelines
Creation of digital object is not always in line with the creation of descriptive metadata
Logical structure of cultural heritage objects is not always reflected in the metadata.
Applying the types of relations available in EDM to the types of clusters found during the experiment.
Findings from the pilot could feed into best practice guides for content providers and thereby improve the quality of the whole Europeana dataset Shenghui Wang
Leiden, The Netherlands Duplicates Same objects, different providers Same page digitized 3 times --- Duplicates? Aggregation of metadata from heterogeneous collections leads to data quality issues
Large scale aggregation also brings opportunities for data enrichment and enhancement 2. Connect related Europeana records
Detect duplicates or near-duplicates
Identify and create semantic links between objects that are related
a painting and photographs of that painting
all digitized pages of the same book
a collection of letters that belong to the same person.
different editions of one book The Europeana case is quite different from many library-focused ones
Persons are referred to in the simple ESE (Europeana Semantic Element) metadata
There is no direct linking, for example, via a reference to an authority number used at a national library.
The pilot would allow an improvement of the enrichment process in Europeana. Current situation in Europeana A fast clustering method which clusters 23.6 million records in 4 minutes
Genetic algorithm to automatically select important metadata for more meaningful clusters, such as
all pages of the same book
all postcards sent by one person
Different similarity thresholds for a hierarchical way of exploring records 2. Categorize clusters and identify semantic links between records Digitized content of Europe's galleries, libraries, museums, archives and audiovisual collections.
Over 22 million books, films, paintings, museum objects and archival documents from some 2,200 content providers. http://thoth.pica.nl/eu/results_en/level40/40_8251.html Europeana
Clusters (Near-)Duplicates Parts of the same CHO Views of the same object Derivatives works Thematic clusters
or collections Mutual benefits Clustering
innovation OCLC internal data
Gateway, etc) Data services for
third parties Europeana data
model New browsing