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联想学习的向量表示

Vector representation of associative learning.

作者信息

Sokolov E N

机构信息

Dep. of Psychophysiology, Moscow State Lomonosov University.

出版信息

Zh Vyssh Nerv Deiat Im I P Pavlova. 2000 Jan-Feb;50(1):80-7.

Abstract

I. P. Pavlov [12] has shown that conditioned reflexes are selective both with respect to conditioned stimuli and to conditioned reflexes elicited by those conditioned stimuli. At the neuronal level selective aspects of conditioned stimuli are based on detectors selectively tuned to respective stimuli. The selective aspects of conditioned reflexes are due to command neurons representing specific unconditioned reflexes. It can be assumed that conditioned reflexes result from association between selective detectors and specific command neurons. The detectors activated by a conditioned stimulus constitute a combination of excitations--a detector excitation vector. The detector excitation vector acts on a command neuron via a set of plastic synapses--a synaptic weight vector. Plastic synapses are modified in the process of learning making command neuron selectively tuned to a specific conditioned stimulus. The selective tuning of a particular command neuron to a specific excitation vector referred to a conditioned stimulus is a basis of associative learning. The probabilities of conditioned reflexes elicited by conditioned and differential stimuli implicitly contain information concerning excitation vectors that encode respective stimuli. Contribution of the vector code to associative learning was explored combining differential color conditioning with intracellular recording from color-coding neurons. It was shown that colors in carps and monkeys are represented on a hypersphere in the four-dimensional space similar to human color space. The basis of the color space is constituted by red-green, blue-yellow, brightness and darkness neurons.

摘要

I. P. 巴甫洛夫[12]已经表明,条件反射在条件刺激以及由这些条件刺激引发的条件反射方面都是具有选择性的。在神经元层面,条件刺激的选择性方面基于对各自刺激进行选择性调谐的探测器。条件反射的选择性方面归因于代表特定无条件反射的指令神经元。可以假设条件反射是由选择性探测器与特定指令神经元之间的关联产生的。由条件刺激激活的探测器构成了一组兴奋——一个探测器兴奋向量。探测器兴奋向量通过一组可塑性突触——一个突触权重向量作用于指令神经元。可塑性突触在学习过程中发生改变,使指令神经元选择性地调谐到特定的条件刺激。特定指令神经元对与条件刺激相关的特定兴奋向量的选择性调谐是联想学习的基础。由条件刺激和辨别刺激引发的条件反射的概率隐含地包含有关编码各自刺激的兴奋向量的信息。结合辨别颜色条件反射与来自颜色编码神经元的细胞内记录,探索了向量编码对联想学习的贡献。结果表明,鲤鱼和猴子的颜色在类似于人类颜色空间的四维空间中的一个超球面上表示。颜色空间的基础由红 - 绿、蓝 - 黄、亮度和暗度神经元构成。

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