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Machine Learning in Social Networks: Embedding Nodes, Edges, Communities, and Graphs (SpringerBriefs in Computational Intelligence) - Softcover

 
9789813340213: Machine Learning in Social Networks: Embedding Nodes, Edges, Communities, and Graphs (SpringerBriefs in Computational Intelligence)
  • PublisherSpringer
  • Publication date2020
  • ISBN 10 9813340215
  • ISBN 13 9789813340213
  • BindingPaperback
  • LanguageEnglish
  • Edition number1
  • Number of pages124

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Aggarwal, Manasvi; Murty, M.N.
Published by Springer, 2020
ISBN 10: 9813340215 ISBN 13: 9789813340213
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Aggarwal, Manasvi
Published by Springer 2020-11, 2020
ISBN 10: 9813340215 ISBN 13: 9789813340213
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Aggarwal, Manasvi; Murty, M.N.
Published by Springer, 2020
ISBN 10: 9813340215 ISBN 13: 9789813340213
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M. N. Murty
ISBN 10: 9813340215 ISBN 13: 9789813340213
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book deals withnetworkrepresentation learning. It deals with embedding nodes, edges, subgraphs and graphs. There is a growing interest in understanding complex systems in different domains including health, education, agriculture and transportation. Such complex systems are analyzed bymodeling, using networks that are aptly called complex networks. Networks are becoming ubiquitous as they can represent many real-world relational data, for instance, information networks, molecular structures, telecommunication networks andprotein-proteininteraction networks. Analysis of these networks provides advantages in many fields such as recommendation (recommending friends in a social network), biological field (deducing connections between proteins for treating new diseases)andcommunity detection (grouping users of a social network according to their interests)by leveraging the latent information of networks. An active and important area ofcurrent interest is to come out with algorithms that learn features by embedding nodes or (sub)graphs into a vector space. These tasks come under the broad umbrella of representation learning. A representation learning model learns a mapping function that transforms the graphs' structure information to alow-/high-dimensionvector space maintaining all the relevant properties. 124 pp. Englisch. Seller Inventory # 9789813340213

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Aggarwal, Manasvi; Murty, M.N.
Published by Springer, 2020
ISBN 10: 9813340215 ISBN 13: 9789813340213
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M. N. Murty
ISBN 10: 9813340215 ISBN 13: 9789813340213
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book deals withnetworkrepresentation learning. It deals with embedding nodes, edges, subgraphs and graphs. There is a growing interest in understanding complex systems in different domains including health, education, agriculture and transportation. Such complex systems are analyzed bymodeling, using networks that are aptly called complex networks. Networks are becoming ubiquitous as they can represent many real-world relational data, for instance, information networks, molecular structures, telecommunication networks andprotein-proteininteraction networks. Analysis of these networks provides advantages in many fields such as recommendation (recommending friends in a social network), biological field (deducing connections between proteins for treating new diseases)andcommunity detection (grouping users of a social network according to their interests)by leveraging the latent information of networks. An active and important area ofcurrent interest is to come out with algorithms that learn features by embedding nodes or (sub)graphs into a vector space. These tasks come under the broad umbrella of representation learning. A representation learning model learns a mapping function that transforms the graphs' structure information to alow-/high-dimensionvector space maintaining all the relevant properties. Seller Inventory # 9789813340213

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Manasvi Aggarwal|M.N. Murty
Published by Springer Singapore, 2020
ISBN 10: 9813340215 ISBN 13: 9789813340213
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Highlights the understanding of complex systems in different domains including health, education, agriculture,&nbspand transportationCombines both&nbspconventional machine learning (ML) and deep learning (DL) techniques to understand com. Seller Inventory # 449943281

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Aggarwal, Manasvi/ Murty, M. N.
Published by Springer Nature, 2020
ISBN 10: 9813340215 ISBN 13: 9789813340213
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Paperback. Condition: Brand New. 112 pages. 9.00x6.00x0.50 inches. In Stock. Seller Inventory # x-9813340215

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