Learning Automata Approach for Social Networks

Chi tiết về thư mục
Những tác giả chính: Rezvanian, Alireza (Tác giả), Moradabadi, Behnaz (Tác giả), Ghavipour, Mina (Tác giả), Daliri Khomami, Mohammad Mehdi (Tác giả), Meybodi, Mohammad Reza (Tác giả)
Tác giả của công ty: SpringerLink (Online service)
Tóm tắt:XVII, 329 p. 107 illus., 72 illus. in color.
text
Ngôn ngữ:Tiếng Anh
Được phát hành: Cham : Springer International Publishing : Imprint: Springer, 2019.
Phiên bản:1st ed. 2019.
Loạt:Studies in Computational Intelligence, 820
Những chủ đề:
Truy cập trực tuyến:https://doi.org/10.1007/978-3-030-10767-3
Định dạng: Điện tử Sách

MARC

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505 0 |a 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. 
520 |a 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. 
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650 0 |a Artificial intelligence. 
650 0 |a Social media. 
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700 1 |a Daliri Khomami, Mohammad Mehdi.  |e author.  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
700 1 |a Meybodi, Mohammad Reza.  |e author.  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
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