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.
Published in:
Industrial Technology, 2002. IEEE ICIT '02. 2002 IEEE International Conference on
(Volume:2
)
Date of Conference: 11-14 Dec. 2002