Huang-Chi Chen, Yih-Lon Lin, Yeong-Jeu Sun, J. Hsieh
{"title":"Modified Rosenblatt's perceptron algorithm and Novikoff's theorem","authors":"Huang-Chi Chen, Yih-Lon Lin, Yeong-Jeu Sun, J. Hsieh","doi":"10.1109/ICIT.2002.1189361","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":344984,"journal":{"name":"2002 IEEE International Conference on Industrial Technology, 2002. IEEE ICIT '02.","volume":"2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2002-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2002 IEEE International Conference on Industrial Technology, 2002. IEEE ICIT '02.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIT.2002.1189361","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
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.
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