{"title":"迈向安全,数据隐私和学习绩效","authors":"M. Ivanova, Roumiana Ilieva","doi":"10.1109/ITHET50392.2021.9759574","DOIUrl":null,"url":null,"abstract":"The paper presents an exploration and discussion regarding the influence of security level of eLearning educational environment and utilized data privacy mechanisms on the students' learning performance. The students' opinion is also taken into consideration through developed online survey. In our best knowledge such analysis is proposed for the first time in this work. The findings outline the strong connection among learning analytics, security and data privacy and learning performance through created predictive model that is based on Random Forest machine learning algorithm and is characterized with high accuracy.","PeriodicalId":339339,"journal":{"name":"2021 19th International Conference on Information Technology Based Higher Education and Training (ITHET)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Towards Security, Data Privacy and Learning Performance\",\"authors\":\"M. Ivanova, Roumiana Ilieva\",\"doi\":\"10.1109/ITHET50392.2021.9759574\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The paper presents an exploration and discussion regarding the influence of security level of eLearning educational environment and utilized data privacy mechanisms on the students' learning performance. The students' opinion is also taken into consideration through developed online survey. In our best knowledge such analysis is proposed for the first time in this work. The findings outline the strong connection among learning analytics, security and data privacy and learning performance through created predictive model that is based on Random Forest machine learning algorithm and is characterized with high accuracy.\",\"PeriodicalId\":339339,\"journal\":{\"name\":\"2021 19th International Conference on Information Technology Based Higher Education and Training (ITHET)\",\"volume\":\"33 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 19th International Conference on Information Technology Based Higher Education and Training (ITHET)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ITHET50392.2021.9759574\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 19th International Conference on Information Technology Based Higher Education and Training (ITHET)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITHET50392.2021.9759574","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Towards Security, Data Privacy and Learning Performance
The paper presents an exploration and discussion regarding the influence of security level of eLearning educational environment and utilized data privacy mechanisms on the students' learning performance. The students' opinion is also taken into consideration through developed online survey. In our best knowledge such analysis is proposed for the first time in this work. The findings outline the strong connection among learning analytics, security and data privacy and learning performance through created predictive model that is based on Random Forest machine learning algorithm and is characterized with high accuracy.