{"title":"A Nash Equilibrium Approach based on Differential Evolution to Probit Classification","authors":"R. Lung","doi":"10.1109/africon51333.2021.9570848","DOIUrl":null,"url":null,"abstract":"The possibility of enhancing the performance of the Probit classification model by adding a game theoretic flavour to the model parameters is explored in this paper. A game in which each attribute of the data set represents a player choosing its parameter is devised. The Nash equilibrium of this game is approximated by using a Differential Evolution algorithm. Numerical examples illustrate the potential of this approach.","PeriodicalId":170342,"journal":{"name":"2021 IEEE AFRICON","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE AFRICON","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/africon51333.2021.9570848","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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Abstract
The possibility of enhancing the performance of the Probit classification model by adding a game theoretic flavour to the model parameters is explored in this paper. A game in which each attribute of the data set represents a player choosing its parameter is devised. The Nash equilibrium of this game is approximated by using a Differential Evolution algorithm. Numerical examples illustrate the potential of this approach.
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