Building a Conference Recommender System Based on SciGraph and WikiCFP

SciGraph is a Linked Open Data graph published by Springer Nature which contains information about conferences and conference publications. In this paper, we discuss how this dataset can be utilized to build a conference recommendation system, yielding a recall@10 of up to 0.665, and a MAP of up to 0.540, generating recommendations based on authors, abstracts, and keywords. Furthermore, we show how the dataset can be linked to WikiCFP to recommend upcoming conferences. © 2019, The Author(s).

Authors
Iana A. 1 , Jung S. 1 , Naeser P. 1 , Birukou A. 2, 3 , Hertling S. 1 , Paulheim H. 1
Journal
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Language
English
Pages
117-123
State
Published
DOI
10.1007/978-3-030-33220-4_9
Volume
11702 LNCS
Year
2019
Organizations
  • 1 Data and Web Science Group, University of Mannheim, Mannheim, Germany
  • 2 Springer Nature, Heidelberg, Germany
  • 3 Peoples’ Friendship University of Russia (RUDN University), Moscow, Russian Federation
Keywords
Recommender system; Scientific publications; SciGraph
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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 11761 LNCS. 2019. P.. 194-209