A recommendation model for e-commerce platforms oriented to explicit information compensation and hidden information mining

S Wei, Z Wang, X An, Q Li, H Xiao, Y Xiao - Knowledge-Based Systems, 2024 - Elsevier
In an e-commerce platform recommendation system, accurately mining users' preferences
and hidden information has always been an important initiative. In this study, based on the …

Reducing noise-triplets via differentiable sampling for knowledge-enhanced recommendation with collaborative signal guidance

H Duan, X Liang, Y Zhu, Z Zhu, P Liu - Neurocomputing, 2023 - Elsevier
Abstract Knowledge Graph (KG) is widely used for recommendation tasks due to its rich
semantic information and external structure. Current knowledge graph recommendation …

A Survey of Graph Neural Networks and Their Industrial Applications

H Lu, L Wang, X Ma, J Cheng, M Zhou - Available at SSRN 4822242 - papers.ssrn.com
Abstract Graph Neural Networks (GNNs) have emerged as a powerful tool for analyzing and
modeling graph-structured data. In recent years, GNNs have gained significant attention in …