Embedding Knowledge Graphs with RDF2vec (Synthesis Lectures on Data, Semantics, and Knowledge) [9783031303869]

Name: Embedding Knowledge Graphs with RDF2vec (Synthesis Lectures on Data, Semantics, and Knowledge) [9783031303869]
SKU: 9783031303869
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Author: Heiko Paulheim Petar Ristoski Jan Portisch

Hardcover

SKU: 9783031303869

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Overview

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.

The book, Embedding Knowledge Graphs with RDF2vec (Synthesis Lectures on Data, Semantics, and Knowledge) [Bulk, Wholesale, Quantity] ISBN#9783031303869 in Hardcover by Heiko Paulheim, Petar Ristoski, Jan Portisch may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Author:

Heiko Paulheim Petar Ristoski Jan Portisch

Format:

Hardcover

Publication Date:

06/04/2023

ISBN-13:

9783031303869

Pages:

158

Publisher:

Springer International Publishing

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