Platzhalterbild für Fan Liu

Fan Liu

Fan Liu is a Research Fellow with the School of Computing, National University of Singapore (NUS). His research interests lie primarily in multimedia computing and information retrieval. His work has been published in a set of top forums, including ACM SIGIR, MM, WWW, TKDE, TOIS, TMM, and TCSVT. He is an area chair of ACM MM and a senior PC member of CIKM.



Zhenyang Li is a Postdoc with the Hong Kong Generative Al Research and Development Center Limited. His research interest is primarily in recommendation and visual question answering. His work has been published in a set of top forums, including ACM MM, TIP, and TMM.



Liqiang Nie is Professor at and Dean of the School of Computer Science and Technology, Harbin Institute of Technology (Shenzhen). His research interests are primarily in multimedia computing and information retrieval. He has co-authored more than 200 articles and four books. He is a regular area chair of ACM MM, NeurIPS, IJCAI, and AAAI, and a member of the ICME steering committee. He has received many awards, like the ACM MM and SIGIR best paper honorable mention in 2019, SIGMM rising star in 2020, TR35 China 2020, DAMO Academy Young Fellow in 2020, and SIGIR best student paper in 2021.

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Advancing Recommender Systems with Graph Convolutional Networks

Fan Liu

This book systematically examines scalability and effectiveness challenges related to the application of graph convolutional networks (GCNs) in recommender systems. By effectively modeling graph structures, GCNs excel in capturing high-order relationships between users and items, enabling the creation of enriched and expressive representations.The book focuses on two overarching problem categories: the first area deals with problems specific to GCN-based recommendation models, including over-smoothing, noisy neighboring nodes, and interpretability limitations. The...
Format
E-Book
Erscheinung
29.03.2025
Preis
€117,69
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Cover: Multimodal Learning toward Recommendation (E-Book) von Fan Liu
Cover: Advancing Recommender Systems with Graph Convolutional Networks (E-Book) von Fan Liu