Using author-specified keywords in building an initial reading list of research papers in scientific paper retrieval and recommender systems
作者：
Highlights：
• The requirements for the task of building an initial reading list in literature review are re-conceptualized and a novel retrieval technique centered on author-specified keywords of papers is proposed for this task.
• The HITS variant of the proposed technique best satisfies the requirements of the task in an offline evaluation experiment.
• The proposed technique is evaluated by 132 researchers using 14 evaluation measures in a user evaluation study.
• Relevance, Recency and Usefulness were identified as the measures with high agreement percentages from participants.
• Students group were more satisfied with the results than staff group.
• Three predictors for user satisfaction were identified through the evaluation study.
摘要
•The requirements for the task of building an initial reading list in literature review are re-conceptualized and a novel retrieval technique centered on author-specified keywords of papers is proposed for this task.•The HITS variant of the proposed technique best satisfies the requirements of the task in an offline evaluation experiment.•The proposed technique is evaluated by 132 researchers using 14 evaluation measures in a user evaluation study.•Relevance, Recency and Usefulness were identified as the measures with high agreement percentages from participants.•Students group were more satisfied with the results than staff group.•Three predictors for user satisfaction were identified through the evaluation study.
论文关键词：Reading list,Literature review,Digital libraries,Scientific paper information retrieval,Author-specified keywords,Scientific paper recommender systems
论文评审过程：Received 1 May 2016, Revised 22 December 2016, Accepted 23 December 2016, Available online 1 March 2017, Version of Record 1 March 2017.
论文官网地址：https://doi.org/10.1016/j.ipm.2016.12.006
