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Identifying Authoritative Researchers in Digital Libraries using External a Priori Knowledge

La Robertie, Baptiste de and Pitarch, Yoann and Takasu, Atsuhiro and Teste, Olivier Identifying Authoritative Researchers in Digital Libraries using External a Priori Knowledge. (2017) In: ACM Symposium on Applied Computing (SAC 2017), 4 April 2017 - 6 April 2017 (Marrakech, Morocco).

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Official URL: https://doi.org/10.1145/3019612.3019809

Abstract

Numereous digital library projects mine heterogeneous data from different sources to provide expert finding services. However, a variety of models seek experts as simple sources of information and neglect authority signals. In this paper we address the issue of modelling the authority of researchers in academic networks. A model, RAC, is proposed that merges several graph representations and incorporate external knowledge about the authority of some major scientific conferences to improve the identification of authoritative researchers. Based on the provided structural model a biased label propagation algorithm aimed to strenghten the scores calculation of the labelled entities and their neighbors is developped. Both quantitative and qualitative analyses validate the effectiveness of the proposal. Indeed, RAC outperforms state-of-the-art models on a real-world graph containing more than 5 million nodes constructed using Microsoft Academic Search, AMiner and Core.edu databases.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to ACM. The definitive version is available at http://dl.acm.org This papers appears in SAC '17: Proceedings of the Symposium on Applied Computing ISBN: 978-1-4503-4486-9. The original PDF is available at: https://dl.acm.org/doi/10.1145/3019612.3019809
HAL Id:hal-02871310
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited On:10 Jun 2020 11:43

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