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NETWORK MODEL OF PERCEPTUAL LEARNING


A model of visual perceptual learning was devised to account for the pattern of learning in non-stationary training protocols.  This model includes a multi-channel early sensory processor followed by a Hebbian learning network augmented by criterion control and feedback.

 

This project was supported jointly by the National Institutes of Mental Health and the National Science Foundation.

 

 

PUBLICATIONS

 

2006    Petrov, A., Dosher, B., & Lu, Z.-L. Perceptual learning without feedback in non-

           stationary environments: Data and model. Vision Research, 46, 3177-3197. [20 pp] [             PDF]

 

2005    Petrov, A. A., Dosher, B., & Lu, Z. The dynamics of perceptual learning: An incremental

           channel reweighting. Psychological Review, 112, 715-743. [29 pp] [ PDF]

           China.

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