Seven Factors in Evaluating Recommender System | |
Kang, Liting; Wang, Yong![]() | |
第一作者 | Kang, Liting |
通讯作者邮箱 | kanglt@psych.ac.cn ; wangy@psych.ac.cn |
心理所单位排序 | 1 |
摘要 | Recommender system (RS) has been evaluated in many but incomparable ways beyond accuracy and thus proposing an evaluation framework to synthesize the existing strategies seems a solution. However, few scholars did it so far. Through literature review, user interview and expert assessment, this study proposed a theoretical evaluation model of RS and then formed the assessment tool, RS Evaluation Questionnaire (RSE). The results showed that RSE was an effective tool to evaluate a recommender system, with its reliability (Cronbach’s α=0.803) and validity meeting the requirements of psychometrics. Seven factors such as Perceived Quality and Perceived Ease of Use were generated by factor analysis, accounting for 63.126% of the variance. Furthermore, regression analysis indicated that different combinations of RSE factors could significantly predict User Satisfaction, Reuse Intention and positive Word-Of-Mouth (WOM) spreading willingness. Enlightenments for future research and practice were discussed as well in the end. |
关键词 | personalized recommender system ser-centered evaluation psychometric questionnaire user interview |
2014 | |
语种 | 英语 |
DOI | 10.4028/www.scientific.net/AMM.472.443 |
发表期刊 | Applied Mechanics and Materials
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卷号 | 472期号:不详页码:443-449 |
收录类别 | EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://ir.psych.ac.cn/handle/311026/25942 |
专题 | 社会与工程心理学研究室 中国科学院行为科学重点实验室 应用研究版块 |
通讯作者 | Kang, Liting; Wang, Yong |
作者单位 | Institute of Psychology, Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Kang, Liting,Wang, Yong. Seven Factors in Evaluating Recommender System[J]. Applied Mechanics and Materials,2014,472(不详):443-449. |
APA | Kang, Liting,&Wang, Yong.(2014).Seven Factors in Evaluating Recommender System.Applied Mechanics and Materials,472(不详),443-449. |
MLA | Kang, Liting,et al."Seven Factors in Evaluating Recommender System".Applied Mechanics and Materials 472.不详(2014):443-449. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Kang, L.T., Wang Y. (249KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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