{"title":"The Application of Artificial Neural Networks in Learning Analytics","authors":"J. Mustafina, L. Galiullin, R. Valiev, M. Mahyoub","doi":"10.1109/DeSE51703.2020.9450779","DOIUrl":null,"url":null,"abstract":"The article covers the methods of Deep Learning for education data mining (EDM) and learning analytics (LA). The authors have reviewed the researches on EDM and LA that have employed the classical approaches of artificial neural networks (ANNS). The authors come to conclusion that LA and EDM present insufficient volume of research on the application of a new and more profound technology of artificial neural networks – Deep Learning. The new methods are described and the research on LA and EDM that employs Deep Learning is studied","PeriodicalId":124051,"journal":{"name":"2020 13th International Conference on Developments in eSystems Engineering (DeSE)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 13th International Conference on Developments in eSystems Engineering (DeSE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DeSE51703.2020.9450779","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
The article covers the methods of Deep Learning for education data mining (EDM) and learning analytics (LA). The authors have reviewed the researches on EDM and LA that have employed the classical approaches of artificial neural networks (ANNS). The authors come to conclusion that LA and EDM present insufficient volume of research on the application of a new and more profound technology of artificial neural networks – Deep Learning. The new methods are described and the research on LA and EDM that employs Deep Learning is studied