| || Learning Systems : Stochastic Automata Models
Author : Thathachar, M.A.L.
Source : Defence Science Journal ; Vol:35(3) ; 1985 ; pp 361-366
Subject : 519.2 Statistics
Keywords : Threshold Asymptotically ;Class conditional densities;Modelling learning systems
Abstract : Stochastic automata operating in an unknown random environment have been successfully used 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.