It is suggested in Linsker that a network which develops to maxmize the mutual information between its output and the signal portion of its input may provide a model of biological neural systems. A self organization algorithm which is called as “Infomax algorithm” is also proposed. The authors analyse the Infomax algorithm in detail, for the case in which the input output mapping is nonlinear and no input noise is present. The authors conclude that Infomax algorithm leads to ICA algorithm in particular c...
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