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Analysis and study of perceptron to solve XOR problem

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3 Author(s)
Zhao Yanling ; Southwest Jiaotong Univ., Chengdu, China ; Deng Bimin ; Wang Zhanrong

This paper tries to explain the network structures and methods of single-layer perceptron and multi-layer perceptron. It also analyses the linear division and un-division problems in logical operation performed by single-layer perceptron. XOR is linear un-division operation, which cannot be treated by single-layer perceptron. With the analysis, several solutions are proposed in the paper to solve the problems of XOR. Single-layer perceptron can be improved by multi-layer perceptron, functional perceptron or quadratic function. These solutions are designed and analyzed.

Published in:

Autonomous Decentralized System, 2002. The 2nd International Workshop on

Date of Conference:

6-7 Nov. 2002