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作者:

Ruan XiaoGang (Ruan XiaoGang.) | Wu Xuan (Wu Xuan.)

收录:

EI Scopus SCIE PKU

摘要:

Operant conditioning is one of the fundamental mechanisms of animal learning, which suggests that the behavior of all animals, from protists to humans, is guided by its consequences. We present a new stochastic learning automaton called a Skinner automaton that is a psychological model for formalizing the theory of operant conditioning. We identify animal operant learning with a thermodynamic process, and derive a so-called Skinner algorithm from Monte Carlo method as well as Metropolis algorithm and simulated annealing. Under certain conditions, we prove that the Skinner automaton is expedient, E >-optimal, optimal, and that the operant probabilities converge to the set of stable roots with probability of 1. The Skinner automaton enables machines to autonomously learn in an animal-like way.

关键词:

Boltzmann distribution Learning automata operant conditioning operant learning simulated annealing

作者机构:

  • [ 1 ] [Ruan XiaoGang]Beijing Univ Technol, Sch Elect Informat & Control Engn, Inst Artificial Intelligence & Robots, Beijing 100124, Peoples R China
  • [ 2 ] [Wu Xuan]Beijing Univ Technol, Sch Elect Informat & Control Engn, Inst Artificial Intelligence & Robots, Beijing 100124, Peoples R China

通讯作者信息:

  • [Wu Xuan]Beijing Univ Technol, Sch Elect Informat & Control Engn, Inst Artificial Intelligence & Robots, Beijing 100124, Peoples R China

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来源 :

SCIENCE CHINA-TECHNOLOGICAL SCIENCES

ISSN: 1674-7321

年份: 2013

期: 11

卷: 56

页码: 2745-2761

4 . 6 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:131

JCR分区:2

中科院分区:3

被引次数:

WoS核心集被引频次: 12

SCOPUS被引频次: 15

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 3

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