Haiyan Bai, Xing Liu, F. Bai, Yuting Chen, Randyll Pandohie
{"title":"Machine Learning Method for High-Dimensional Education Data","authors":"Haiyan Bai, Xing Liu, F. Bai, Yuting Chen, Randyll Pandohie","doi":"10.2458/jmmss.5396","DOIUrl":null,"url":null,"abstract":"Machine learning has become one of the important methods to process big data. It has made a breakthrough in the limitations of traditional statistical models dealing with high-dimensional data. The current study is to introduce and discuss about how machine learning method can be implemented in high-dimensional education data and help with increasing the model efficacy in dealing with high-dimensional education data. A demonstration of the implementation with an empirical data set is also provided.","PeriodicalId":90602,"journal":{"name":"Journal of methods and measurement in the social sciences","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of methods and measurement in the social sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2458/jmmss.5396","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Machine learning has become one of the important methods to process big data. It has made a breakthrough in the limitations of traditional statistical models dealing with high-dimensional data. The current study is to introduce and discuss about how machine learning method can be implemented in high-dimensional education data and help with increasing the model efficacy in dealing with high-dimensional education data. A demonstration of the implementation with an empirical data set is also provided.