A general method for training the committee machine

摘要

A method for training the committee machine with an arbitrary logic is described. First, an expression of the discriminant function realized by the committee machine is introduced. By making use of the expression, an error-correction procedure for training the committee machine is proposed. The procedure of the perceptron is clearly explained as the special case of the proposed procedure. Experimental results show that the procedure is effective.