Interactive POI Recommendation: applying a Multi-Armed Bandit framework to characterise and...

A Complete Framework for Offline and Counterfactual Evaluations of Interactive Recommendation Systems

Y Andrade, N Silva, T Silva, A Pereira, D Dias… - Proceedings of the 29th …, 2023 - dl.acm.org
Interactive recommendation has been recognized as a Multi-Armed Bandit (MAB) problem.
Items are arms to be pulled (ie, recommended) and the user's satisfaction is the reward to be …
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Integrando Avaliações Textuais de Usuários em Recomendação baseada em Aprendizado por Reforço

N Vasconcelos, D Reis, T Silva, N Silva… - … on Multimedia and the …, 2024 - sol.sbc.org.br
Resumo In Multi-Armed-Bandit (MAB) approaches for Recommendation Systems, items are
represented as arms to be recommended and the goal is to maximize the expected user's …
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iRec: Um framework para modelos interativos em Sistemas de Recomendação

T Silva, A Pereira, L Rocha - Anais do XXXVI Concurso de Teses e …, 2023 - sol.sbc.org.br
Nowadays, most e-commerce and entertainment services have adopted interactive
Recommender Systems (RS) to guide the entire journey of users into the system. This task …
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