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Heiko Paulheim is a computer scientist and a full professor for Data Science at the University of Mannheim. His group conducts various projects around knowledge graphs, yielding, among others, the public knowledge graphs WebIsALOD, CaLiGraph, and DBkWik. Moreover, his group is concerned with using knowledge graphs in machine learning, which has lead to the development of the widespread RDF2vec method for knowledge graph embeddings. In the recent past, Heiko Paulheim also leads projects which are concerned with ethical, societal, and legal aspects of AI, including KareKoKI, which deals with the impact of price-setting AIs on antitrust legislation, and the ReNewRS project on ethical news recommenders.
Petar Ristoski is an applied researcher at eBay in San Jose, CA.
Jan Portisch is a PhD student at the University of Mannheim in cooperation with SAP SE - Business Technology Platform - One Domain Model.
Explains what are knowledge graph embeddings are and how they can be computed
Demonstrates how RDF2vec is used as a building block in AI applications
Discusses which variants of RDF2vec exist and when to use them
Introduction.- From Word Embeddings to Knowledge Graph Embeddings.- RDF2vec Variants and Representations.- Tweaking RDF2vec.- RDF2vec at Scale.- Example Applications beyond Node Classification.- Link Prediction in Knowledge Graphs (and its Relation to RDF2vec).- Future Directions for RDF2vec.
Erscheinungsjahr: | 2023 |
---|---|
Genre: | Informatik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
Seiten: | 168 |
Reihe: | Synthesis Lectures on Data, Semantics, and Knowledge |
Inhalt: |
ix
158 S. 16 s/w Illustr. 27 farbige Illustr. 158 p. 43 illus. 27 illus. in color. |
ISBN-13: | 9783031303869 |
ISBN-10: | 3031303865 |
Sprache: | Englisch |
Ausstattung / Beilage: | HC runder Rücken kaschiert |
Einband: | Gebunden |
Autor: |
Paulheim, Heiko
Portisch, Jan Ristoski, Petar |
Auflage: | 1st ed. 2023 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG Synthesis Lectures on Data, Semantics, and Knowledge |
Maße: | 246 x 173 x 15 mm |
Von/Mit: | Heiko Paulheim (u. a.) |
Erscheinungsdatum: | 04.06.2023 |
Gewicht: | 0,469 kg |
Heiko Paulheim is a computer scientist and a full professor for Data Science at the University of Mannheim. His group conducts various projects around knowledge graphs, yielding, among others, the public knowledge graphs WebIsALOD, CaLiGraph, and DBkWik. Moreover, his group is concerned with using knowledge graphs in machine learning, which has lead to the development of the widespread RDF2vec method for knowledge graph embeddings. In the recent past, Heiko Paulheim also leads projects which are concerned with ethical, societal, and legal aspects of AI, including KareKoKI, which deals with the impact of price-setting AIs on antitrust legislation, and the ReNewRS project on ethical news recommenders.
Petar Ristoski is an applied researcher at eBay in San Jose, CA.
Jan Portisch is a PhD student at the University of Mannheim in cooperation with SAP SE - Business Technology Platform - One Domain Model.
Explains what are knowledge graph embeddings are and how they can be computed
Demonstrates how RDF2vec is used as a building block in AI applications
Discusses which variants of RDF2vec exist and when to use them
Introduction.- From Word Embeddings to Knowledge Graph Embeddings.- RDF2vec Variants and Representations.- Tweaking RDF2vec.- RDF2vec at Scale.- Example Applications beyond Node Classification.- Link Prediction in Knowledge Graphs (and its Relation to RDF2vec).- Future Directions for RDF2vec.
Erscheinungsjahr: | 2023 |
---|---|
Genre: | Informatik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
Seiten: | 168 |
Reihe: | Synthesis Lectures on Data, Semantics, and Knowledge |
Inhalt: |
ix
158 S. 16 s/w Illustr. 27 farbige Illustr. 158 p. 43 illus. 27 illus. in color. |
ISBN-13: | 9783031303869 |
ISBN-10: | 3031303865 |
Sprache: | Englisch |
Ausstattung / Beilage: | HC runder Rücken kaschiert |
Einband: | Gebunden |
Autor: |
Paulheim, Heiko
Portisch, Jan Ristoski, Petar |
Auflage: | 1st ed. 2023 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG Synthesis Lectures on Data, Semantics, and Knowledge |
Maße: | 246 x 173 x 15 mm |
Von/Mit: | Heiko Paulheim (u. a.) |
Erscheinungsdatum: | 04.06.2023 |
Gewicht: | 0,469 kg |