Explainable Recommendation

Explainable Recommendation is a type of recommendation system that, as a subclass of personalized information filtering methods, differentiates itself by providing transparent and human-interpretable justifications for its suggested items, thereby enhancing user trust and decision-making.

411

Publications

33.4K

Citations

1.2K

Authors

394

Institutions

Publications per year

2017–2026

321

Variants

Explainable Recommender Systems

Parents

Recommender Systems

Children

Context-aware ExplanationsExplainability MetricsExplainable Recommendation ModelsExplanation FaithfulnessExplanation GenerationExplanation Quality EvaluationExplanation SatisfactionFairness-aware ExplanationsInteractive Explanation InterfacesIntrinsic Explainability

Publications

411

Collaborative Filtering for Implicit Feedback Datasets

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

Computing, Data Science, Data Mining +16

Explaining collaborative filtering recommendations

Jonathan L. Herlocker, Joseph A. Konstan, John Riedl · 2000 · 1.7K citations

Computing, Computer Science, Machine Learning +15

Content-based book recommending using learning for text categorization

Raymond J. Mooney, Loriene Roy · 2000 · 1.3K citations

Computing, Computer Science, Information Systems +13

Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects

Jianmo Ni, Jiacheng Li, Julian McAuley · 2019 · 1.1K citations · Full text

Computing, Computer Science, Computational Linguistics +13

Explicit factor models for explainable recommendation based on phrase-level sentiment analysis

Yongfeng Zhang, Guokun Lai, Min Zhang et al. · 2014 · 799 citations

Computing, Computer Science, Machine Learning +16

1–5 of 411

Authors

1.2K

YZ
Yongfeng Zhang
Rutgers, The State University of New Jersey, United States
27 publications · 2.1K citations
17
h-index
LC
Li Chen
Hong Kong Baptist University, Hong Kong SAR China
16 publications · 1.4K citations
15
h-index
ZF
Zuohui Fu
Rutgers, The State University of New Jersey, United States
11 publications · 521 citations
10
h-index
XX
Xing Xie
Microsoft Research Asia (China), China
8 publications · 706 citations
8
h-index
BS
Barry Smyth
University College Dublin, Ireland
7 publications · 532 citations
7
h-index

1–5 of 1.2K

Institutions

394

1–8 of 394

Venues

arXiv (Cornell University)
Repository · 28 publications · 856 citations
16
h-index
Knowledge-Based Systems
12 publications · 754 citations
12
h-index
ACM Transactions on Information Systems
9 publications · 503 citations
9
h-index
Information Sciences
7 publications · 215 citations
7
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 9 publications · 1.1K citations
7
h-index

1–5