To whom and why should I connect? Co-author recommendation based on powerful and similar peers

被引:22
作者
Sie, Rory L. L. [1 ]
Drachsler, Hendrik [1 ]
Bitter-Rijpkema, Marlies [1 ]
Sloep, Peter [1 ]
机构
[1] Open Univ, POB 2960, NL-6401 DL Heerlen, Netherlands
关键词
research; cooperation; network; similarity; recommender systems; utility-based; utility; betweenness centrality;
D O I
10.1504/IJTEL.2012.048314
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The present paper offers preliminary outcomes of a user study that investigated the acceptance of a recommender system that suggests future co-authors for scientific article writing. The recommendation approach is twofold: network information (betweenness centrality) and author (keyword) similarity are used to compute the utility of peers in a network of co-authors. Two sets of recommendations were provided to the participants: Set one focused on all candidate authors, including co-authors of a target user to strengthen current bonds and strive for acceptance of a certain research topic. Set two focused on solely new co-authors of a target user to foster creativity, excluding current co-authors. A small-scale evaluation suggests that the utility-based recommendation approach is promising, but to maximise outcome, we need to (a) compensate for researchers' interests that change over time and (b) account for multi-person co-authored papers.
引用
收藏
页码:121 / 137
页数:17
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