Memory network-based interpreter of user preferences in content-aware recommender systems

• Main Authors: TRAN, Nhu Thuat, LAUW, Hady W.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Content-aware recommender; Memory Network-Based Interpreter; Interpreting user preferences; Databases and Information Systems; Numerical Analysis and Computation; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/8340; https://ink.library.smu.edu.sg/context/sis_research/article/9343/viewcontent/3625239_pvoa_cc_by.pdf
• Institution: Singapore Management University

This article introduces a novel architecture for two objectives recommendation and interpretability in a unified model. We leverage textual content as a source of interpretability in content-aware recommender systems. The goal is to characterize user preferences with a set of human-understandable at...