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Long term goal oriented recommender systems

Title
Long term goal oriented recommender systems
Type
Article in International Conference Proceedings Book
Year
2015
Authors
Nabizadeh, AH
(Author)
Other
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Jorge, AM
(Author)
FCUP
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Leal, JP
(Author)
FCUP
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Conference proceedings International
Pages: 552-557
11th International Conference on Web Information Systems and Technologies, WEBIST 2015
20 May 2015 through 22 May 2015
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Authenticus ID: P-00G-SXJ
Abstract (EN): The main goal of recommender systems is to assist users in finding items of their interest in very large collections. The use of good automatic recommendation promotes customer loyalty and user satisfaction because it helps users to attain their goals. Current methods focus on the immediate value of recommendations and are evaluated as such. This is insufficient for long term goals, either defined by users or by platform managers. This is of interest in recommending learning resources to learn a target concept, and also when a company is organizing a campaign to lead users to buy certain products or moving to a different customer segment. Therefore, we believe that it would be useful to develop recommendation algorithms that promote the goals of users and platform managers (e.g. e-shop manager, e-learning tutor, ministry of culture promotor). Accordingly, we must define appropriate evaluation methodologies and demonstrate the concept on practical cases.
Language: English
Type (Professor's evaluation): Scientific
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