Learning Systems : Stochastic Automata Models

M.A.L. Thathachar · Defence Science Journal · 1985

Stochastic automata operating in an unknown random environment have been successfully used in modelling learning systems. For such learning automata a new algorithm which estimates the environmental characteristics is presented and is used in the solution of a pattern classification problem with unknown class-conditional densities. The algorithm selects the optimal threshold asymptotically with probability one.

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