List-wise probabilistic matrix factorization for recommendation

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Juntao Liu, Caihua Wu, Yi Xiong, Wenyu Liu

Published: 2014, Last Modified: 10 Nov 2025Inf. Sci. 2014EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We improve the model of probabilistic matrix factorization, and propose ListPMF.•The log-posterior over the predicted preference order is maximized in ListPMF.•Two kinds of permutation probability are used in ListPMF.•Compared with other methods, ListPMF gets more satisfying results.