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Analyzing Performances of Three Context-Aware Collaborator Recommendation Algorithms in Terms of Accuracy and Time Efficiency

Li, Siying; Abel, Marie-Hélène; Negre, Elsa (2021), Analyzing Performances of Three Context-Aware Collaborator Recommendation Algorithms in Terms of Accuracy and Time Efficiency, in Inès Saad, Camille Rosenthal-Sabroux, Faiez Gargouri, Pierre-Emmanuel Arduin, Information and Knowledge Systems. Digital Technologies, Artificial Intelligence and Decision Making, Springer International Publishing : Berlin Heidelberg, p. 100-115. 10.1007/978-3-030-85977-0_8

Type
Communication / Conférence
External document link
https://hal.science/hal-03832627v1
Date
2021
Conference title
5th International Conference, ICIKS 2021
Conference date
2021-06
Conference city
Virtual event
Conference country
France
Book title
Information and Knowledge Systems. Digital Technologies, Artificial Intelligence and Decision Making
Book author
Inès Saad, Camille Rosenthal-Sabroux, Faiez Gargouri, Pierre-Emmanuel Arduin
Publisher
Springer International Publishing
Published in
Berlin Heidelberg
ISBN
978-3-030-85976-3
Number of pages
185
Pages
100-115
Publication identifier
10.1007/978-3-030-85977-0_8
Metadata
Show full item record
Author(s)
Li, Siying
Heuristique et Diagnostic des Systèmes Complexes [Compiègne] [Heudiasyc]
Abel, Marie-Hélène cc
Heuristique et Diagnostic des Systèmes Complexes [Compiègne] [Heudiasyc]
Negre, Elsa
Laboratoire d'analyse et modélisation de systèmes pour l'aide à la décision [LAMSADE]
Abstract (EN)
Nowadays, more and more collaborative tools are available to support users’ remote collaborations. Its increasing amount makes users struggle in managing and retrieving information about their collaborators during collaboration. To solve this problem, many decision support systems have been developed quickly, such as recommender systems and context-aware recommender systems. However, the performances of different algorithms in such systems are relatively unexplored. Based on our three proposed context-aware collaborator recommendation algorithms (i.e., PreF1, PoF1, and PoF2), we are interested in analyzing and evaluating their performances in terms of accuracy and time efficiency. The three algorithms all process the context of collaboration by means of ontology-based semantic similarity, but employ the similarity following two approaches respectively, to generate context-aware collaborator recommendations. In this paper, we present how to test, analyze, and evaluate the performances of the three context-aware collaborator algorithms in terms of accuracy and time efficiency.
Subjects / Keywords
Context-aware recommendations; Collaborator; Collaboration context; Ontology-based semantic similarity
JEL
M54 - Labor Management

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