Context-Aware REpresentation: Jointly learning item features and selection from triplets

• Main Authors: ALVES, Rodrigo, LEDENT, Antoine
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Triplets; Triplet Loss; Item Profiling; Interpretability; Learning Theory; Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/9307; https://ink.library.smu.edu.sg/context/sis_research/article/10307/viewcontent/Full_with_appendix.pdf
• Institution: Singapore Management University

In areas of machine learning such as cognitive modeling or recommendation, user feedback is usually context-dependent. For instance, a website might provide a user with a set of recommendations and observe which (if any) of the links were clicked by the user. Similarly, there is growing interest in...