Poster: A Preliminary Investigation on Eye Gaze-based Concentration Recognition during Silent Reading of Text

Saki Tanaka, Airi Tsuji, K. Fujinami
{"title":"Poster: A Preliminary Investigation on Eye Gaze-based Concentration Recognition during Silent Reading of Text","authors":"Saki Tanaka, Airi Tsuji, K. Fujinami","doi":"10.1145/3517031.3531632","DOIUrl":null,"url":null,"abstract":"We propose machine learning models to recognize state of non-concentration using eye-gaze data to increase the productivity. The experimental results show that Random Forest classifier with a 12 s window can divide the states with an F1-score more than 0.9.","PeriodicalId":339393,"journal":{"name":"2022 Symposium on Eye Tracking Research and Applications","volume":"75 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 Symposium on Eye Tracking Research and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3517031.3531632","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

We propose machine learning models to recognize state of non-concentration using eye-gaze data to increase the productivity. The experimental results show that Random Forest classifier with a 12 s window can divide the states with an F1-score more than 0.9.
海报:文字默读过程中基于眼睛注视的注意力识别的初步研究
我们提出了机器学习模型来识别不集中的状态,使用眼睛注视数据来提高生产力。实验结果表明,具有12 s窗口的随机森林分类器可以对状态进行分类,f1分数大于0.9。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信