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Embedding Emotional Context in Recommender Systems

Emotions are crucial for user’s decision making in recommendation processes. We first introduce ambient recommender systems, which arise from the analysis of new trends on the exploitation of the emotional context in the next generation of recommender systems. We then explain some results of these new trends in real-world applications through the smart prediction assistant (SPA) platform in an intelligent learning guide with more than three million users. While most approaches to recommending have focused on algorithm performance. SPA makes recommendations to users on the basis of emotional information acquired in an incremental way. This article provides a cross-disciplinary perspective to achieve this goal in such recommender systems through a SPA platform. The methodology applied in SPA is the result of a bunch of technology transfer projects for large real-world rccommender systems

IEEE

Author: González Sánchez, Gustavo
Rosa, Josep Lluís de la
Montaner Rigall, Miquel
Delfín, Sònia
Abstract: Emotions are crucial for user’s decision making in recommendation processes. We first introduce ambient recommender systems, which arise from the analysis of new trends on the exploitation of the emotional context in the next generation of recommender systems. We then explain some results of these new trends in real-world applications through the smart prediction assistant (SPA) platform in an intelligent learning guide with more than three million users. While most approaches to recommending have focused on algorithm performance. SPA makes recommendations to users on the basis of emotional information acquired in an incremental way. This article provides a cross-disciplinary perspective to achieve this goal in such recommender systems through a SPA platform. The methodology applied in SPA is the result of a bunch of technology transfer projects for large real-world rccommender systems
Document access: http://hdl.handle.net/2072/63327
Language: eng
Publisher: IEEE
Rights: Tots els drets reservats
Subject: Agents intel·ligents (Programari)
Aprenentatge automàtic
Intel·ligència artificial
Sistemes d’ajuda a la decisió
Artificial intelligence
Intelligent agents (Computer software)
Decision support systems
Machine learning
Title: Embedding Emotional Context in Recommender Systems
Type: info:eu-repo/semantics/article
Repository: Recercat

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