Discrimination

What is Discrimination?

According to Reber & Reber (2001) the word discrimination can have at least three meaning. Cognitive neuroscience usually concerns itself with two of them. These are,
  1. "The ability to perceive differences between two or more stimuli." (Reber & Reber, 2001, p. 205) This may be viewed as a class of experimental procedures collectively called, discrimination training procedures. The operant-conditioning experiments and the classica conditioning experiments belond to this class.
  2. "The capacity to distinguish between stimuli." (Reber & Reber, 2001, p. 206) This is the definition in the context of perception and psychophysics. One of the 'distinguishing factor' is the idea of threshold. Threshold as a statistically determined point on a stimulus continnum can be either absolute threshold or subjective threshold. Differential threshold is the point where the observer detects difference between two stimuli. Another form of threshold is the minimum stimulus energy sufficient to excite a neuron.
    
When the term is used to describe a training procedure whereby an organism learns to respond differentially to different stimuli, the question of perceptual learning arises indirectly. Generally, "a priori assumption is made that the organism does perceive the differences between the stimuli but does not react differently toward them because it has never been reinforced for treating them differently." (Reber & Reber, 2001, p. 206)
    
  • Reber, A.S., & Reber, E.S. (2001). The Penguin Dictionary of Psychology (3rd ed.). England, London: Penguin Books Ltd.
  • the organism's learning to detect the physical differences between the stimuli themselves.
    
Wikipedia article on 
Discrimination
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The term 'discrimination' will depend on the context.

  • In terms of training it is the ability to perceive differences between stimuli.
  • In terms of perception it is the capacity to distinguish between stimuli.

Buonomano & Merzenich's Temporal Discrimination of Stimuli

PRINCIPLES BEHIND THE APPROACH
  • A stimulus is a pulse pair.
  • Differences in pulse intervals distinguish stimuli.
  • Information in temporal tasks is encoded in temporal structure of the stimulus.
  • Sensory inputs from the environment are dynamic and constantly changing in space and time.
  • Time-dependent neuronal properties enable network to transform (self-organize) temporal information into spatial code.
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NETWORK ARCHITECTURE
  • Stimulus is sent to a network representing Douglas and Martin's (1989) cortical IV and III layers.
  • Keeping with experimental observations the excitatory:inhibitory element is approximately 4:1.
  • The constituent excitatory and inhibitory elements are randomly connected.
  • The elements are based on Integrate-and-fire current units.
  • The connection parameters are as per
    • Buonomano, D. V., & Merzenich, M. M. (1997). Temporal Information Processing: A Computational Role for Paired-Pulse Facilitation and Slow Inhibition. In J. W. Donahoe & V. Packard Dorsel (Eds.), Neural-Networks Models of Cognition (pp. 129-139). Netherlands, Amsterdam: Elsevier Science B. V.
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HOW IT WORKS
Given one or more stimulus (i.e. interval) spikes from the output layer are the result of respective population.
BEST USED....
  • To distinguish two or more stimuli such that each carries temporal information.
  • To visualize small sequence of stimuli from the perspective of neuron populations (output layer).
RESULT
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