Explanation guided contrastive learning for sequential recommendation

• المؤلفون الرئيسيون: WANG, Lei, LIM, Ee-peng, LIU, Zhiwei, ZHAO, Tianxiang
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2022
• الموضوعات: Sequential Recommendation; Contrastive Learning; Explanation; Databases and Information Systems; Numerical Analysis and Scientific Computing
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/lkcsb_research/7084; https://ink.library.smu.edu.sg/context/lkcsb_research/article/8083/viewcontent/2209.01347.pdf
• المؤسسة: Singapore Management University

Recently, contrastive learning has been applied to the sequential recommendation task to address data sparsity caused by users with few item interactions and items with few user adoptions. Nevertheless, the existing contrastive learning-based methods fail to ensure that the positive (or negative) se...