On-line learning through simple perceptron with a margin

Kazuyuki Hara, Masato Okada

We analyze a learning method that uses a margin $\kappa$ {\it a la} Gardner for simple perceptron learning. This method corresponds to the perceptron learning when $\kappa =0$, and to the Heb…