Online Evaluations for Everyone: Mr. DLib's Living Lab for Scholarly Recommendations

July 19, 2018 Β· Declared Dead Β· πŸ› European Conference on Information Retrieval

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Authors Joeran Beel, Andrew Collins, Oliver Kopp, Linus W. Dietz, Petr Knoth arXiv ID 1807.07298 Category cs.IR: Information Retrieval Cross-listed cs.DL, cs.LG Citations 10 Venue European Conference on Information Retrieval Last Checked 4 months ago
Abstract
We introduce the first 'living lab' for scholarly recommender systems. This lab allows recommender-system researchers to conduct online evaluations of their novel algorithms for scholarly recommendations, i.e., recommendations for research papers, citations, conferences, research grants, etc. Recommendations are delivered through the living lab's API to platforms such as reference management software and digital libraries. The living lab is built on top of the recommender-system as-a-service Mr. DLib. Current partners are the reference management software JabRef and the CORE research team. We present the architecture of Mr. DLib's living lab as well as usage statistics on the first sixteen months of operating it. During this time, 1,826,643 recommendations were delivered with an average click-through rate of 0.21%.
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