Concepedia

Recommendation Explanations

Recommendation Explanations is a scholarly contribution in the field of recommender systems that formally constitutes an interpretable rationale generated to justify, clarify, or justify the output of a recommendation algorithm, thereby distinguishing itself from generic model explanations by being intrinsically tied to user decision-making and system transparency in personalized recommendation contexts.

197

Publications

16.6K

Citations

540

Authors

210

Institutions

Publications per year

2017–2026

147

Parents

Publications

197

Explaining collaborative filtering recommendations

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

, , +15

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

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

, , +13

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

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

, , +16

Explainable Recommendation a survey and new perspectives

2020 · 716 citations

, , +12

Explainable Recommendation: A Survey and New Perspectives

Foundations and Trends® in Information Retrieval · 2020 · 658 citations · Full text

, , +11

1–5 of 197

Authors

540

  1. LC
    Li Chen

    Hong Kong Baptist University, Hong Kong SAR China

    9 publications · 986 citations

    9

    h-index

  2. YZ
    Yongfeng Zhang

    Rutgers, The State University of New Jersey, United States

    8 publications · 1.2K citations

    8

    h-index

  3. HW
    Hongning Wang

    University of Virginia, United States

    5 publications · 274 citations

    5

    h-index

  4. KV
    Katrien Verbert

    KU Leuven, Belgium

    5 publications · 326 citations

    5

    h-index

  5. MG
    Mouadh Guesmi

    University of Duisburg-Essen, Germany

    4 publications · 111 citations

    4

    h-index

1–5 of 540

Institutions

210

  1. Hong Kong Baptist University

    Hong Kong, Hong Kong

    7 h-index

    14 publications

    892 citations

  2. Rutgers, The State University of New Jersey

    New Brunswick, United States

    7 h-index

    16 publications

    1K citations

  3. University of Duisburg-Essen

    Essen, Germany

    7 h-index

    31 publications

    1.4K citations

  4. University of Science and Technology of China

    Hefei, China

    7 h-index

    15 publications

    967 citations

  5. Tsinghua University

    Beijing, China

    6 h-index

    18 publications

    5.5K citations

  6. Microsoft Research Asia (China)

    Beijing, China

    6 h-index

    10 publications

    810 citations

  7. KU Leuven

    Leuven, Belgium

    5 h-index

    14 publications

    917 citations

  8. University of Virginia

    Charlottesville, United States

    5 h-index

    16 publications

    839 citations

1–8 of 210

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 198 citations

    9

    h-index

  2. Information Sciences

    5 publications · 130 citations

    5

    h-index

  3. Knowledge-Based Systems

    5 publications · 396 citations

    5

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 207 citations

    4

    h-index

  5. Proceedings of the ACM Web Conference 2022

    Conference · 4 publications · 83 citations

    4

    h-index

1–5