Modeling working memory and decision making using generic neural microcircuits

P. Joshi

Abstract:

Classical behavioral experiments to study working memory typically involve three phases. First the subject receives a stimulus, then holds it in the working memory, and finally makes a decision by comparing it with another stimulus. A neurocomputational model using generic neural microcircuits with feedback is presented here that integrates the three computational stages into a single unified framework. The architecture is tested using the two-interval discrimination and delayed-match-to-sample experimental paradigms as benchmarks.

Reference: P. Joshi. Modeling working memory and decision making using generic neural microcircuits. In S. Kollias, A. Stafylopatis, W. Duch, and E. Oja, editors, Artificial Neural Networks - ICANN 2006, volume 4131 of Lecture Notes in Computer Science, pages 515-524. Springer, 2006.