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About reinforcement learning method modification based on cognitive psychology models

Крачковський Н.В.

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УДК: 004.85:004.81
Мова публікації: Російська
Stuc. intelekt. 2013; 18; (3):426-437

Анотація: We consider the problem of learning of motivated context situational control system. There are described models of structural changes in the set of agents at training, shown formalization of situation and reaction prototype as well as the context link. The computer experiments demonstrating the learning process are made.

Ключові слова: situational control, reinforcement learning, cognitive psychology

Посилання:

  1. Pospelov D. A. Situational control: Theory and practice [text] / D. A. Pospelov – Moscow: Nauka. – Main Publ. Phys.-Math. Lit., 1986. – 288 p.
  2. Terekhov V. A. Neural network control system [text] / V. A. Tetekhov, D. V. Yefimov, I. Yu. Tiukin – Moscow: High School, 2002.
  3. Tan A.-H. Intelligence through interaction: towards a unified theory for learning [текст] / A.-H. Tan, G.A. Carpenter, S. Grossberg – Advances in neural networks. – N. 1., 2007. – P.1094–1103.
  4. Maes Р. Learning to Coordinate Behaviors [текст] / Р. Maes, P. Brooks – AAAI Press/MIT Press – Proceedings of the Eighth National Conference on Artificial Intelligence, 1990, P.796-802.
  5. Meng Y. Bio-Inspired Self-Orginizing Robotic Systems [текст] / Yan Meng, Yaochu Jin – SpringerVerlag Berling Heidelberg – 2011. – 273p. – ISBN 978-3-642-20759-4.
  6. Melikhov A. N. Situational advise systems with fuzzy logic [text] / A. N. Melikhov, L. Ye. Bershtein, S. D. Korovin – Moscow: Nauka, 1990.
  7. Solse R. Cognitive Psychology [text] / R. Solso – St. Petersburg: Piter, 2002. – 592 p.
  8. Anderson J. R. Cognitive psychology [text] / J. R. Anderson – St. Petersburg: Piter, 2002. – 496 p.
  9. Kargin A. A. About the model of situational control of mobile robot [text] / A. A. Kargin, M. V. Krachkovsky – Kharkiv: Science-technical magazine «Informatsiino-keruiuchi systemy na zaliznychnomu transporti» – 2011. – №4(89).-P.12-17
  10. Satton R. Reinforcement learning [text] / R. Satton, E. Barto – St. Petersburg: Binom, 2011, - 399 p.
  11. Hergenhahn B. Introduction to the Theories of Learning [text] / B. Hergenhahn, M. Hergenhahn; Russian Translation CJSC Publishing House «Piter». – [6th issue]. – St. Petersburg: Piter, 2004. – 474 p. – («Psychology Masters» series). – ISBN 5-94723-033-X.
  12. Kargin A. A. Introduction to intelligent machines. Book 1. Intelligent controllers [text] / A. A. Kargin. – Donetsk: Nord-Press, DonNU, 2010. – 526 p.
  13. Kargin A. A. Learning models of motivated context situational control system [text] / A. A. Kargin, N. V. Krachkovsky – Kherson: KhNTU Bulletin – 2012.-№1(44).-P.257–260

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