Neural collaborative filtering

• Main Authors: HE, Xiangnan, LIAO, Lizi, ZHANG, Hanwang, NIE, Liqiang, HU, Xia, CHUA, Tat-Seng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: Collaborative filtering; Neural networks; Deep learning; Matrix factorization; Implicit feedback; Computer Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7712; https://ink.library.smu.edu.sg/context/sis_research/article/8715/viewcontent/1708.05031.pdf
• Institution: Singapore Management University

In recent years, deep neural networks have yielded immense success on speech recognition, computer vision and natural language processing. However, the exploration of deep neural networks on recommender systems has received relatively less scrutiny. In this work, we strive to develop techniques base...