Models of classical conditioning

被引:0
作者
Rainer Malaka
机构
[1] European Media Laboratory,
来源
Bulletin of Mathematical Biology | 1999年 / 61卷
关键词
Conditioned Stimulus; Classical Conditioning; Associative Strength; Conditioned Inhibitor; Conditioned Stimulus Presentation;
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摘要
Classical conditioning is a basic form of associative learning in the animal kingdom. Many paradigmatic features of classical conditioning appear to be conserved throughout species and phyla and are independent of stimulus nature. This paper presents an analysis of trial-based and real-time models of classical conditioning which are mathematical abstractions of the underlying processing principles. Various models are reviewed and in a formal analysis, their capability of simulating and explaining classical conditioning is investigated. Since every existing model fails to simulate some particular conditioning phenomena and since some modelling approaches are not appropriate for detailed mathematical analysis, new model components will be introduced that overcome most of the weaknesses observed in the other models.
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页码:33 / 83
页数:50
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  • [1] Barto A. G.(1983)Neuronlike adaptive elements that can solve difficult learning control problems IEEE Trans. Syst., Man Cybern. 13 834-846
  • [2] Sutton R. S.(1983)Classical conditioning of proboscis extension in honeybees ( J. Comp. Psychol. 97 107-119
  • [3] Anderson C. W.(1987)) Cognit. Sci. 11 23-1630
  • [4] Bitterman M. E.(1995)Competitive learning: from interactive activation to adaptive resonance J. Neurosci. 15 1617-33
  • [5] Menzel R.(1982)Learning and memory in the honeybee Proc. Natl Acad. Sci. USA 79 2554-73
  • [6] Fietz A.(1994)Neural networks and physical systems with emergent collective computational abilities Learning and Memory 1 1-552
  • [7] Schäfer S.(1987)The predictive brain: temporal coincidence and temporal order in synaptic learning mechanisms Psychol. Rev. 94 61-352
  • [8] Grossberg S.(1980)A model for stimulus generalization in Pavlovian conditioning Psychol. Rev. 87 532-356
  • [9] Hammer M.(1988)A model for Pavlovian learning: variations in the effectiveness of conditioned but not of unconditioned stimuli Ann. Rev. Neuroscience 11 329-170
  • [10] Menzel R.(1991)Behavioral studies of Pavlovian conditioning J. Comp. Psychol. 105 345-194