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M2: Mixed Models with Preferences, Popularities and Transitions for Next-Basket Recommendation. (arXiv:2004.01646v3 [cs.LG] UPDATED)
Jan. 12, 2022, 2:10 a.m. | Bo Peng, Zhiyun Ren, Srinivasan Parthasarathy, Xia Ning
cs.LG updates on arXiv.org arxiv.org
Next-basket recommendation considers the problem of recommending a set of
items into the next basket that users will purchase as a whole. In this paper,
we develop a novel mixed model with preferences, popularities and transitions
(M2) for the next-basket recommendation. This method models three important
factors in next-basket generation process: 1) users' general preferences, 2)
items' global popularities and 3) transition patterns among items. Unlike
existing recurrent neural network-based approaches, M2 does not use the
complicated networks to model …
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