智能终端软硬件属性与微隐式交互行为的关系

Wei Wang, Yuxuan Du, Chuan B. Zhang, Xiaoli Zheng
{"title":"智能终端软硬件属性与微隐式交互行为的关系","authors":"Wei Wang, Yuxuan Du, Chuan B. Zhang, Xiaoli Zheng","doi":"10.1109/ICSAI53574.2021.9664193","DOIUrl":null,"url":null,"abstract":"User browsing behavior is an important implicit feedback data reflecting users' interests and preferences in the field of recommendation system. How to make full use of user browsing behavior data and combined with other context information to improve recommendation efficiency has become a research hotspot. Firstly, the user browsing behavior and the software and hardware attribute data of intelligent terminal are cleaned and clustered. On this basis, the implicit feedback behavior of micro network is analyzed. Then, the influence of the software and hardware attribute context of intelligent terminal on the implicit feedback behavior of user micro network is studied by using binary and multiple regression analysis. The results show that the type of app store and browser used are very important factors. In addition, the type of operating system and screen resolution also affect the implicit feedback behavior of micro network to a certain extent.","PeriodicalId":131284,"journal":{"name":"2021 7th International Conference on Systems and Informatics (ICSAI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Relationship Between Software and Hardware Attributes of Intelligent Terminal and Micro Implicit Interaction Behavior\",\"authors\":\"Wei Wang, Yuxuan Du, Chuan B. Zhang, Xiaoli Zheng\",\"doi\":\"10.1109/ICSAI53574.2021.9664193\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"User browsing behavior is an important implicit feedback data reflecting users' interests and preferences in the field of recommendation system. How to make full use of user browsing behavior data and combined with other context information to improve recommendation efficiency has become a research hotspot. Firstly, the user browsing behavior and the software and hardware attribute data of intelligent terminal are cleaned and clustered. On this basis, the implicit feedback behavior of micro network is analyzed. Then, the influence of the software and hardware attribute context of intelligent terminal on the implicit feedback behavior of user micro network is studied by using binary and multiple regression analysis. The results show that the type of app store and browser used are very important factors. In addition, the type of operating system and screen resolution also affect the implicit feedback behavior of micro network to a certain extent.\",\"PeriodicalId\":131284,\"journal\":{\"name\":\"2021 7th International Conference on Systems and Informatics (ICSAI)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 7th International Conference on Systems and Informatics (ICSAI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICSAI53574.2021.9664193\",\"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 7th International Conference on Systems and Informatics (ICSAI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICSAI53574.2021.9664193","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

在推荐系统领域,用户浏览行为是反映用户兴趣和偏好的重要隐式反馈数据。如何充分利用用户浏览行为数据并结合其他上下文信息提高推荐效率已成为研究热点。首先,对用户浏览行为和智能终端软硬件属性数据进行清洗和聚类;在此基础上,分析了微网络的隐式反馈行为。然后,采用二元回归和多元回归分析,研究智能终端软硬件属性语境对用户微网络隐式反馈行为的影响。结果表明,应用商店的类型和使用的浏览器是非常重要的因素。此外,操作系统类型和屏幕分辨率也会在一定程度上影响微网络的隐式反馈行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Relationship Between Software and Hardware Attributes of Intelligent Terminal and Micro Implicit Interaction Behavior
User browsing behavior is an important implicit feedback data reflecting users' interests and preferences in the field of recommendation system. How to make full use of user browsing behavior data and combined with other context information to improve recommendation efficiency has become a research hotspot. Firstly, the user browsing behavior and the software and hardware attribute data of intelligent terminal are cleaned and clustered. On this basis, the implicit feedback behavior of micro network is analyzed. Then, the influence of the software and hardware attribute context of intelligent terminal on the implicit feedback behavior of user micro network is studied by using binary and multiple regression analysis. The results show that the type of app store and browser used are very important factors. In addition, the type of operating system and screen resolution also affect the implicit feedback behavior of micro network to a certain extent.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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