Criteria tell you more than ratings: Criteria preference-aware light graph convolution for effective multi-criteria recommendation
The multi-criteria (MC) recommender system, which leverages MC rating information in a
wide range of e-commerce areas, is ubiquitous nowadays. Surprisingly, although graph …
wide range of e-commerce areas, is ubiquitous nowadays. Surprisingly, although graph …
Improving rating prediction in multi-criteria recommender systems via a collective factor model
Existing recommendation methods usually train several independent modules for each
rating information instead of an end-to-end manner. Therefore, these methods may be …
rating information instead of an end-to-end manner. Therefore, these methods may be …
MV-HAN: A hybrid attentive networks based multi-view learning model for large-scale contents recommendation
Industrial recommender systems usually employ multi-source data to improve the
recommendation quality, while effectively sharing information between different data …
recommendation quality, while effectively sharing information between different data …
AOTree: Aspect Order Tree-based Model for Explainable Recommendation
Recent recommender systems aim to provide not only accurate recommendations but also
explanations that help users understand them better. However, most existing explainable …
explanations that help users understand them better. However, most existing explainable …
Criteria-Aware Graph Filtering: Extremely Fast Yet Accurate Multi-Criteria Recommendation
JD Park, J Yoo, WY Shin - THE WEB CONFERENCE 2025 - openreview.net
Multi-criteria (MC) recommender systems, which utilize MC rating information for
recommendation, are increasingly widespread in various e-commerce domains. However …
recommendation, are increasingly widespread in various e-commerce domains. However …
Learning Rate Scheduler for Multi-criterion Movie Recommender System
The future generation of recommender systems in expanding recommendation techniques
by including multi-criteria ratings is a crucial concern due to the increasing number of real …
by including multi-criteria ratings is a crucial concern due to the increasing number of real …