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J-GLOBAL ID：201902221957385276   Reference number：19A2292443

Conditional Optimality of Learning Automata with 2-state Bayesian Estimators

2状態Bayes推定器での学習オートマトンの条件付き最適性

Author (5)： HARA Motoshi (Matsue Coll., Shimane, JPN) ,  KANAYAMA Noriyo (Matsue Coll., Shimane, JPN) ,  WATANABE Toru (Matsue Coll., Shimane, JPN) ,  KATO Satoru (Matsue Coll., Shimane, JPN) ,  KAMAYA Hiroyuki (Hachinohe Coll.)
Material： Proceedings of the ISCIE International Symposium on Stochastic Systems Theory and its Applications (CD-ROM)  (Proc ISCIE Int Symp Stoch Syst Theory Appl (CD-ROM))
Volume： 50th  Page： 223-228  Publication year： 2019 
JST Material Number： X0317B  ISSN： 2188-4749  Document type： Proceedings
Article type： 原著論文  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： *Bayes estimation ,  artificial intelligence ,  Machine Learning ,  *automaton ,  reinforcement learning ,  deep learning
Semi thesaurus term： *learning automata ,  *optimality ,  Q-learning

JST classification (1)： Artificial intelligence  (JE08000Z)

Reference (11)：

• [1] Y.Gendio : “Learning Deep Architectures of AI”, Foundations and TrendsR in Machine Learning, Now Publishers(2009).
• [2] W.Liu,Z.Wang, et.al. : “A survey of deep neural network architectures and their applications”, chine Learning ), Nurocomputing, Vol.234, pp.11-26(2017).
• [3] C.Watkins, P.Dayan: “Q-Learning”, Machine Lea ring, Vol.8, pp.279-292(1992).
• [4] M.L.Tsetlin: “On the Behavior of Stochastic Automata with a Variable Structure”, Automation and Remote Control, Vol.24, pp.1345-1354(1962).
• [5] K.S.Narendra, M.A.L.Thathachar: “ Learning Automata -A Survey”,IEEE trans. SMC, Vol.SMC-4, No.4, pp.323-334(1974).

Terms in the title (3)： Bayes推定 ,  学習オートマトン ,  最適性