Trust-aware Matrix Factorization

Trust-Aware Matrix Factorization is a matrix factorization-based recommendation method that incorporates user trust relationships into the latent factor model to enhance prediction accuracy by jointly modeling user-item interactions and user-to-user trust propagation.

Publications

5.2K

Citations

Authors

Institutions

Publications per year

2017–2026

Parents

Trust In RecommendationTrust-aware Recommendation

Publications

Recommender systems with social regularization

Hao Ma, Dengyong Zhou, Chao Liu et al. · 2011 · 1.7K citations

Computing, Data Science, Recommender Systems +16

A matrix factorization technique with trust propagation for recommendation in social networks

Mohsen Jamali, Martin Ester · 2010 · 1.7K citations

Computing, Data Science, Data Mining +15

TrustSVD: Collaborative Filtering with Both the Explicit and Implicit Influence of User Trust and of Item Ratings

Guibing Guo, Jie Zhang, Neil Yorke‐Smith · Proceedings of the AAAI Conference on Artificial Intelligence · 2015 · 582 citations · Full text

Computing, Information Systems, Data Mining +16

On Deep Learning for Trust-Aware Recommendations in Social Networks

Shuiguang Deng, Longtao Huang, Guandong Xu et al. · IEEE Transactions on Neural Networks and Learning Systems · 2016 · 312 citations

Computing, Information Systems, Feature Engineering +14

Learning to recommend with trust and distrust relationships

Hao Ma, Michael R. Lyu, Irwin King · 2009 · 211 citations

Computing, Information Systems, Data Mining +14

1–5 of 20

Authors

GG
Guibing Guo
Northeastern University, China
2 publications · 602 citations
2
h-index
HM
Hao Ma
Chinese University of Hong Kong, Hong Kong SAR China
2 publications · 1.9K citations
2
h-index
JM
Jianhua Ma
Hosei University, Japan
2 publications · 85 citations
2
h-index
MR
Michael R. Lyu
Chinese University of Hong Kong, Hong Kong SAR China
2 publications · 1.9K citations
2
h-index
RH
Runhe Huang
Hosei University, Japan
2 publications · 85 citations
2
h-index

1–5 of 77

Institutions

1–8 of 49

Venues

IEEE Access
2 publications · 32 citations
2
h-index
Proceedings of the 2019 International Conference on Computer, Network, Communication and Information Systems (CNCI 2019)
Conference · 1 publications · 23 citations
1
h-index
Knowledge-Based Systems
1 publications · 71 citations
1
h-index
IEEE Transactions on Neural Networks and Learning Systems
1 publications · 312 citations
1
h-index
Neurocomputing
1 publications · 19 citations
1
h-index

1–5