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Embedding Knowledge Graphs with RDF2vec

Λεπτομέρειες βιβλιογραφικής εγγραφής
Τίτλος: Embedding Knowledge Graphs with RDF2vec
Περιγραφή: This book explains the ideas behind one of the most well-known methods for knowledge graph embedding of transformations to compute vector representations from a graph, known as RDF2vec. The authors describe its usage in practice, from reusing pre-trained knowledge graph embeddings to training tailored vectors for a knowledge graph at hand. They also demonstrate different extensions of RDF2vec and how they affect not only the downstream performance, but also the expressivity of the resulting vector representation, and analyze the resulting vector spaces and the semantic properties they encode.
Συγγραφείς: Heiko Paulheim, Petar Ristoski, Jan Portisch
Resource Type: eBook.
Θέματα: Information visualization--Data processing
Categories: COMPUTERS / Artificial Intelligence / General, COMPUTERS / Data Science / Data Analytics, COMPUTERS / Artificial Intelligence / Expert Systems, MATHEMATICS / Probability & Statistics / General
Βάση Δεδομένων: eBook Index
FullText Text:
  Availability: 0
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DbLabel: eBook Index
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RelevancyScore: 969
AccessLevel: 6
PubType: eBook
PubTypeId: ebook
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  Data: This book explains the ideas behind one of the most well-known methods for knowledge graph embedding of transformations to compute vector representations from a graph, known as RDF2vec. The authors describe its usage in practice, from reusing pre-trained knowledge graph embeddings to training tailored vectors for a knowledge graph at hand. They also demonstrate different extensions of RDF2vec and how they affect not only the downstream performance, but also the expressivity of the resulting vector representation, and analyze the resulting vector spaces and the semantic properties they encode.
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RecordInfo BibRecord:
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      – Code: 005.72
        Scheme: ddc
        Type: prePub
    Languages:
      – Code: eng
        Text: English
    Subjects:
      – SubjectFull: Information visualization--Data processing
        Type: general
    Titles:
      – TitleFull: Embedding Knowledge Graphs with RDF2vec
        Type: main
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      – PersonEntity:
          Name:
            NameFull: Heiko Paulheim
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            NameFull: Petar Ristoski
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            NameFull: Jan Portisch
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            NameFull: Heiko Paulheim
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            NameFull: Petar Ristoski
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            NameFull: Jan Portisch
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          Dates:
            – D: 01
              M: 01
              Type: published
              Y: 2023
            – D: 06
              M: 06
              Type: profile
              Y: 2023
          Identifiers:
            – Type: isbn-print
              Value: 9783031303869
            – Type: isbn-electronic
              Value: 9783031303876
          Titles:
            – TitleFull: Embedding Knowledge Graphs with RDF2vec
              Type: main
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