کتابخانه دیجیتال فوركيا

کتابخانه دیجیتال فوركيا

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Recent Advances in Learning Automata


Recent Advances in Learning Automata

Title: Recent Advances in Learning Automata | Author(s): Alireza Rezvanian, Ali Mohammad Saghiri, S. Mehdi Vahidipour, Mehdi Esnaashari, Mohammad Reza Meybodi | Publisher: Springer | Year: 2018 | Edition: Language: english | Pages: 463 | Size: 13 MB  | Extension: pdf

 

This book collects recent theoretical advances and concrete applications of learning automata (LAs) in various areas of computer science, presenting a broad treatment of the computer science field in a survey style. Learning automata (LAs) have proven to be effective decision-making agents, especially within unknown stochastic environments. The book starts with a brief explanation of LAs and their baseline variations. It subsequently introduces readers to a number of recently developed, complex structures used to supplement LAs, and describes their steady-state behaviors. These complex structures have been developed because, by design, LAs are simple units used to perform simple tasks; their full potential can only be tapped when several interconnected LAs cooperate to produce a group synergy.
In turn, the next part of the book highlights a range of LA-based applications in diverse computer science domains, from wireless sensor networks, to peer-to-peer networks, to complex social networks, and finally to Petri nets. The book accompanies the reader on a comprehensive journey, starting from basic concepts, continuing to recent theoretical findings, and ending in the applications of LAs in problems from numerous research domains. As such, the book offers a valuable resource for all computer engineers, scientists, and students, especially those whose work involves the reinforcement learning and artificial intelligence domains.

 

Table of contents (7 chapters)

  • Learning Automata Theory

    Rezvanian, Alireza (et al.)

    Pages 3-19

     

  • Cellular Learning Automata

    Rezvanian, Alireza (et al.)

    Pages 21-88

     

  • Learning Automata for Wireless Sensor Networks

    Rezvanian, Alireza (et al.)

    Pages 91-219

     

  • Learning Automata for Cognitive Peer-to-Peer Networks

    Rezvanian, Alireza (et al.)

    Pages 221-278

     

  • Learning Automata for Complex Social Networks

    Rezvanian, Alireza (et al.)

    Pages 279-334

     

  • Adaptive Petri Net Based on Learning Automata

    Rezvanian, Alireza (et al.)

    Pages 335-436

     

  • Summary and Future Directions

    Rezvanian, Alireza (et al.)

    Pages 437-438


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