Services for Connecting and Integrating Big Numbers of Linked Datasets - Brossura

Brossura

ISBN 10: 1643681648 ISBN 13: 9781643681641

Casa editrice: SAGE Publications Ltd, 2021

Riassunto

Linked Data is a method of publishing structured data to facilitate sharing, linking, searching and re-use. Many such datasets have already been published, but although their number and size continues to increase, the main objectives of linking and integration have not yet been fully realized, and even seemingly simple tasks, like finding all the available information for an entity, are still challenging. This book, Services for Connecting and Integrating Big Numbers of Linked Datasets, is the 50th volume in the series ‘Studies on the Semantic Web’. The book analyzes the research work done in the area of linked data integration, and focuses on methods that can be used at large scale. It then proposes indexes and algorithms for tackling some of the challenges, such as, methods for performing cross-dataset identity reasoning, finding all the available information for an entity, methods for ordering content-based dataset discovery, and others. The author demonstrates how content-based dataset discovery can be reduced to solving optimization problems, and techniques are proposed for solving these efficiently while taking the contents of the datasets into consideration. To order them in real time, the proposed indexes and algorithms have been implemented in a suite of services called LODsyndesis, in turn enabling the implementation of other high level services, such as techniques for knowledge graph embeddings, and services for data enrichment which can be exploited for machine-learning tasks, and which also improve the prediction of machine-learning problems.

Dettagli dell'edizione

• Editore: SAGE Publications Ltd
• Data di pubblicazione: 2021
• Lingua: Inglese
• ISBN 10: 1643681648
• ISBN 13: 9781643681641
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 312
• Redattore: Mountantonakis Michalis
• Contatto del produttore: non disponibile
• Persona responsabile: GPSR Kontakt; gpsr@libri.de; ; Europaallee 1; Bad Hersfeld; 36244; Germania