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- W3205447306 abstract "Recommender systems assist users to make decisions among a huge volume of options. Accuracy-oriented recommender systems focus on the prediction power of algorithms and neglect that users may appreciate diverse and novel recommendations in real-world scenarios. Thus, this paper proposed a multicriteria recommendation model that can optimize the recommendation accuracy, diversity, novelty, and individual tendency simultaneously. Additionally, a new multiobjective bacterial foraging optimization method is proposed to improve its searching capability and the performance of recommendation model. The proposed optimization-based multicriteria recommendation algorithm is compared with existing methods on both benchmark functions and real-world data sets. The results demonstrate that the proposed algorithm is superior to other recommendation algorithms in most cases. This study provides insights in recommendation system design and draws scholarly attention to the optimization-based recommendation strategy." @default.
- W3205447306 created "2021-10-25" @default.
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- W3205447306 date "2021-10-06" @default.
- W3205447306 modified "2023-10-14" @default.
- W3205447306 title "Multicriteria recommendation based on bacterial foraging optimization" @default.
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- W3205447306 doi "https://doi.org/10.1002/int.22688" @default.
- W3205447306 hasPublicationYear "2021" @default.
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