Implicit Feedback Modeling

Implicit Feedback Modeling is a recommendation modeling approach that learns user preferences from indirect behavioral signals such as clicks, views, and purchases—rather than from explicit ratings or stated preferences—by treating these observed interactions as noisy, one-sided indications of relevance.

275

Publications

47.4K

Citations

830

Authors

254

Institutions

Publications per year

2017–2026

161

Parents

Recommender Systems

Children

Bayesian Personalized RankingClick ModelsClick-through Data ModelingConfidence WeightingCounterfactual Learning To RankDebiased RecommendationExposure Bias CorrectionFeedback Noise ModelingGraph-based Implicit RecommendationImplicit Collaborative Filtering

Publications

275

Matrix Factorization Techniques for Recommender Systems

Yehuda Koren, Robert Bell, Chris Volinsky · Computer · 2009 · 11.7K citations

Computing, Computer Science, Information Retrieval +13

Neural Collaborative Filtering

Xiangnan He, Lizi Liao, Hanwang Zhang et al. · 2017 · 6.6K citations · Full text

Computing, Computer Science, Artificial Intelligence +15

BPR: Bayesian Personalized Ranking from Implicit Feedback

Steffen Rendle, Christoph Freudenthaler, Zeno Gantner et al. · arXiv (Cornell University) · 2012 · 4.4K citations · Full text

Computing, Computer Science, Bayesian Data Analysis +13

Collaborative Filtering for Implicit Feedback Datasets

Yifan Hu, Yehuda Koren, Chris Volinsky · 2008 · 3.2K citations

Computing, Data Science, Data Mining +16

Variational Autoencoders for Collaborative Filtering

Dawen Liang, Rahul G. Krishnan, Matthew D. Hoffman et al. · 2018 · 1.3K citations · Full text

Computing, Computer Science, Machine Learning +16

1–5 of 275

Authors

830

XH
Xiangnan He
University of Science and Technology of China, China
10 publications · 8.8K citations
10
h-index
JM
Joemon M. Jose
University of Glasgow, United Kingdom
11 publications · 586 citations
10
h-index
TJ
Thorsten Joachims
Cornell University, United States
10 publications · 857 citations
10
h-index
DL
Defu Lian
University of Science and Technology of China, China
8 publications · 868 citations
8
h-index
TC
Tat‐Seng Chua
National University of Singapore, Singapore
7 publications · 8.7K citations
7
h-index

1–5 of 830

Institutions

254

1–8 of 254

Venues

arXiv (Cornell University)
Repository · 20 publications · 5.3K citations
13
h-index
IEEE Access
7 publications · 132 citations
7
h-index
ACM Transactions on Information Systems
7 publications · 438 citations
7
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 8 publications · 1.2K citations
7
h-index
IEEE Transactions on Knowledge and Data Engineering
TKDE · 7 publications · 252 citations
7
h-index

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