Books' interest grading and dwell time in metadata in selecting fiction

P. Vakkari, Arto Luoma, J. Pöntinen
{"title":"Books' interest grading and dwell time in metadata in selecting fiction","authors":"P. Vakkari, Arto Luoma, J. Pöntinen","doi":"10.1145/2637002.2637008","DOIUrl":null,"url":null,"abstract":"It is studied by eye-tracking how searchers explore metadata in book pages when selecting novels of varying interest levels. 30 participants searched interesting novels for four search tasks in two public library catalogs. The results showed that the associations of dwell time in book pages and in many metadata types, and novels' interest grading were non-linear. Most time was used for assessing a somewhat interesting novel compared to a non-interesting or very interesting one. Therefore, the binary classification of interest grading hides and over-emphasizes the contribution of \"somewhat interesting\" category in modeling interest by dwell time in book pages or metadata. Non-linear regression models showed that the explanatory power was greater in a three-level classification of interest grading compared to a binary classification.","PeriodicalId":447867,"journal":{"name":"Proceedings of the 5th Information Interaction in Context Symposium","volume":"41 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"13","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 5th Information Interaction in Context Symposium","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2637002.2637008","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 13

Abstract

It is studied by eye-tracking how searchers explore metadata in book pages when selecting novels of varying interest levels. 30 participants searched interesting novels for four search tasks in two public library catalogs. The results showed that the associations of dwell time in book pages and in many metadata types, and novels' interest grading were non-linear. Most time was used for assessing a somewhat interesting novel compared to a non-interesting or very interesting one. Therefore, the binary classification of interest grading hides and over-emphasizes the contribution of "somewhat interesting" category in modeling interest by dwell time in book pages or metadata. Non-linear regression models showed that the explanatory power was greater in a three-level classification of interest grading compared to a binary classification.
图书兴趣分级与元数据在小说选择中的停留时间
它是通过眼球追踪来研究搜索者在选择不同兴趣水平的小说时如何在书页中探索元数据的。30名参与者在两个公共图书馆目录中为四个搜索任务搜索有趣的小说。结果表明,图书页面停留时间和多种元数据类型与小说兴趣分级呈非线性关系。大部分时间被用来评估一本有点有趣的小说,而不是一本无趣或非常有趣的小说。因此,兴趣分级的二元分类隐藏并过分强调了“有些兴趣”类别在通过书本页面或元数据停留时间来建模兴趣方面的贡献。非线性回归模型表明,与二元分类相比,三级兴趣等级分类的解释力更大。
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:604180095
Book学术官方微信