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Embedding Knowledge Graphs with RDF2vec

Name: Embedding Knowledge Graphs with RDF2vec
Brand: Springer, Berlin
SKU: 43083671
Price: 39.99 EUR
Availability: InStock
Author: Heiko Paulheim
ISBN: 9783031303869

Heiko Paulheim

Petar Ristoski

Jan Portisch

Lingua

Inglese

Libro Rigido

Codice Libristo: 43083671

Casa editrice Springer, Berlin, settembre 2023

This book explains the ideas behind one of the most well-known methods for knowledge graph embedding... Descrizione completa

Codice Libristo: 43083671

98 b

39.99 €

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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.