Broad Learning Through Fusions: An Application on Social Networks - Couverture rigide

Zhang, Jiawei; Yu, Philip S.

 
9783030125271: Broad Learning Through Fusions: An Application on Social Networks
Couverture rigide
ISBN 10 : 3030125270 ISBN 13 : 9783030125271
Editeur : Springer Nature Switzerland AG, 2019

Synopsis

This book offers a clear and comprehensive introduction to broad learning, one of the novel learning problems studied in data mining and machine learning. Broad learning aims at fusing multiple large-scale information sources of diverse varieties together, and carrying out synergistic data mining tasks across these fused sources in one unified analytic. This book takes online social networks as an application example to introduce the latest alignment and knowledge discovery algorithms. Besides the overview of broad learning, machine learning and social network basics, specific topics covered in this book include network alignment, link prediction, community detection, information diffusion, viral marketing, and network embedding.

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À propos de l?auteur

Jiawei Zhang is Assistant Professor in the Department of Computer Science at Florida State University. In 2017 he founded IFM Lab, a research oriented academic laboratory, providing the latest information on fusion learning and data mining research works and application tools to both academia and industry.
Philip S. Yu is Professor in the Department of Computer Science at the University of Illinois at Chicago and also holds the Wexler Chair in Information and Technology. He was manager of the Software Tools and Techniques group at the IBM Thomas J. Watson Research Center. Dr. Yu has published more than 500 papers in refereed journals and conferences. He holds or has applied for more than 300 US patents.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer Nature Switzerland AG
Date d'édition
2019
Langue
anglais
ISBN 10 
3030125270
ISBN 13 
9783030125271
Reliure
Relié
Nombre de pages
434
Coordonnées du fabricant
Springer Nature Customer Service Center GmbH
ProductSafety@springernature.com

Europaplatz 3,69115 Heidelberg, Germany
Heidelberg
69115
Allemagne

Autres éditions populaires du même titre

9783030125301: Broad Learning Through Fusions: An Application on Social Networks

Edition présentée

ISBN 10 :  3030125300 ISBN 13 :  9783030125301
Editeur : Springer, 2020
Couverture souple