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• W4280650645 abstract "News recommendation for anonymous readers is a useful but challenging task for many news portals, where interactions between readers and articles are limited within a temporary login session. Previous works tend to formulate session-based recommendation as a next item prediction task, while they neglect the implicit feedback from user behaviors, which indicates what users really like or dislike. Hence, we propose a comprehensive framework to model user behaviors through positive feedback (i.e., the articles they spend more time on) and negative feedback (i.e., the articles they choose to skip without clicking in). Moreover, the framework implicitly models the user using their session start time, and the article using its initial publishing time, in what we call neutral feedback. Empirical evaluation on three real-world news datasets shows the framework's promising performance of more accurate, diverse and even unexpectedness recommendations than other state-of-the-art session-based recommendation approaches." @default.
• W4280650645 created "2022-05-22" @default.
• W4280650645 creator A5067101605 @default.
• W4280650645 creator A5074279178 @default.
• W4280650645 date "2022-07-06" @default.
• W4280650645 modified "2023-10-14" @default.
• W4280650645 title "Positive, Negative and Neutral" @default.
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• W4280650645 doi "https://doi.org/10.1145/3477495.3532040" @default.
• W4280650645 hasPublicationYear "2022" @default.
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