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New Insights Towards Developing Recommender Systems

Taghavi, Mona and Bentahar, Jamal and Bakhtiyari, Kaveh and Hanachi, Chihab New Insights Towards Developing Recommender Systems. (2018) The computer journal, 60 (7). 319-348. ISSN 0010-4620

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Official URL: https://doi.org/10.1093/comjnl/bxx056

Abstract

Promoting recommender systems in real-world applications requires deep investigations with emphasis on their next generation. This survey offers a comprehensive and systematic review on recommender system development lifecycles to enlighten researchers and practitioners. The paper conducts statistical research on published recommender systems indexed by Web of Science to get an overview of the state of the art. Based on the reviewed findings, we introduce taxonomies driven by the following five phases: initiation (architecture and data acquisition techniques), design (design types and techniques), development (implementation methods and algorithms), evaluation (metrics and measurement techniques) and application (domains of applications). A layered framework of recommender systems containing market strategy, data, recommender core, interaction, security and evaluation is proposed. Based on the framework, the existing advanced humanized techniques emerged from computational intelligence and some inspiring insights from computational economics and machine learning are provided for researchers to expand the novel aspects of recommender systems.

Item Type:Article
Additional Information:Issue Section: Section C: Computational Intelligence, Machine Learning and Data Analytics
Audience (journal):International peer-reviewed journal
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Other partners > Concordia University (CANADA)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Universität Duisburg-Essen (GERMANY) > Universiti Kebangsaan Malaysia - UKM (MALAYSIA)
Laboratory name:
Statistics:download
Deposited By: IRIT IRIT
Deposited On:05 Oct 2018 08:02

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