Learning Automata Approach for Social Networks

Alireza Rezvanian, Behnaz Moradabadi, Mina Ghavipour, Mohammad Mehdi Daliri Khomami, Mohammad Reza Meybodi (Autoren)

Buch | Hardcover

XVII, 329 Seiten

2019 | 1st ed. 2019
Springer International Publishing (Verlag)
9783030107666 (ISBN)

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This book begins by briefly explaining learning automata (LA) models and a recently developed cellular learning automaton (CLA) named wavefront CLA. Analyzing social networks is increasingly important, so as to identify behavioral patterns in interactions among individuals and in the networks' evolution, and to develop the algorithms required for meaningful analysis.

As an emerging artificial intelligence research area, learning automata (LA) has already had a significant impact in many areas of social networks. Here, the research areas related to learning and social networks are addressed from bibliometric and network analysis perspectives. In turn, the second part of the book highlights a range of LA-based applications addressing social network problems, from network sampling, community detection, link prediction, and trust management, to recommender systems and finally influence maximization. Given its scope, the book offers a valuable guide for all researchers whose work involves reinforcement learning, social networks and/or artificial intelligence.

Introduction to Learning Automata Models.- Wavefront Cellular Learning Automata: A New Learning Paradigm.- Social Networks and Learning Systems: A Bibliometric Analysis.- Social Network Sampling.- Social Community Detection.- Social Link Prediction.- Social Trust Management.- Social Recommender Systems.- Social Influence Maximization.

Erscheinungsdatum	02.02.2019
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	XVII, 329 p. 107 illus., 72 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	679 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Sozialwissenschaften ► Kommunikation / Medien ► Medienwissenschaft
	Technik
Schlagworte	Collaborative Filtering • community detection • complex social networks • influence maximization • learning automata • link prediction • Network Sampling • social network analysis • Social Networks • Social Trust • Stochastic Graph • trust management • trust network
ISBN-13	9783030107666 / 9783030107666
Zustand	Neuware