{"title":"Review on privacy preservation method by applying discrimination rules in data mining","authors":"Priya Meshram, S. Bodkhe","doi":"10.1109/PERVASIVE.2015.7087192","DOIUrl":null,"url":null,"abstract":"In data mining, for considering the legal and ethical aspects of privacy preservation therefore discrimination is crucial. It is clear that most of the people do not have a wish to discriminate based on their race, nationality, religion, age and so on. This problem mainly arises when these kind of attributes are used for decision making purpose such as giving them a job, loan, Insurance etc. Discrimination is of two types direct discrimination and indirect discrimination. Direct discrimination is based on sensitive information. Indirect discrimination is based on non-sensitive information. In this paper, we mainly focus on anti-discrimination, a method which also helps to detect and prevent discrimination.","PeriodicalId":442000,"journal":{"name":"2015 International Conference on Pervasive Computing (ICPC)","volume":"133 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 International Conference on Pervasive Computing (ICPC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PERVASIVE.2015.7087192","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
In data mining, for considering the legal and ethical aspects of privacy preservation therefore discrimination is crucial. It is clear that most of the people do not have a wish to discriminate based on their race, nationality, religion, age and so on. This problem mainly arises when these kind of attributes are used for decision making purpose such as giving them a job, loan, Insurance etc. Discrimination is of two types direct discrimination and indirect discrimination. Direct discrimination is based on sensitive information. Indirect discrimination is based on non-sensitive information. In this paper, we mainly focus on anti-discrimination, a method which also helps to detect and prevent discrimination.