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A modified Rosenblatt's perceptron algorithm (1959) and Novikoff's theorem (1962) for binary classification problem is presented in this paper. For a linearly separable training set, the modified Rosenblatt's perceptron algorithm could get better convergence result. An example is provided to illustrate our main result.
Industrial Technology, 2002. IEEE ICIT '02. 2002 IEEE International Conference on (Volume:2 )
Date of Conference: 11-14 Dec. 2002