Concepedia

User-centric Explanations

User-Centric Explanations is a type of explanation framework in explainable recommendation that prioritizes the user's perspective by tailoring explanations to individual users' preferences, cognitive processes, and decision-making needs, thereby enhancing interpretability, trust, and satisfaction through personalized, meaningful, and actionable reasoning.

41

Publications

1.7K

Citations

163

Authors

62

Institutions

Publications per year

2017–2026

39

Parents

Publications

41

Explaining models

Jonathan Dodge, Q. Vera Liao, Yunfeng Zhang et al. · 2019 · 252 citations · Full text

, , +14

How do visual explanations foster end users' appropriate trust in machine learning?

Fumeng Yang, Zhuanyi Huang, Jean Scholtz et al. · 2020 · 182 citations

, , +13

Data-Centric Explanations: Explaining Training Data of Machine Learning Systems to Promote Transparency

Ariful Islam Anik, Andrea Bunt · 2021 · 100 citations

, , +13

Human-Centric Justification of Machine Learning Predictions

Or Biran, Kathleen McKeown · 2017 · 81 citations · Full text

, , +16

How should the results of artificial intelligence be explained to users? - Research on consumer preferences in user-centered explainable artificial intelligence

Doha Kim, Yeosol Song, Songyie Kim et al. · Technological Forecasting and Social Change · 2023 · 71 citations

, , +15

1–5 of 41

Authors

163

  1. QV
    Q. Vera Liao

    Microsoft (Canada), Canada

    3 publications · 291 citations

    3

    h-index

  2. JD
    Jonathan Dodge

    Oregon State University, United States

    2 publications · 275 citations

    2

    h-index

  3. FY
    Fumeng Yang

    Northwestern University, United States

    2 publications · 200 citations

    2

    h-index

  4. SJ
    Shoeb Joarder

    University of Duisburg-Essen, Germany

    2 publications · 55 citations

    2

    h-index

  5. MG
    Mouadh Guesmi

    University of Duisburg-Essen, Germany

    2 publications · 55 citations

    2

    h-index

1–5 of 163

Institutions

62

  1. University of Bologna

    Bologna, Italy

    2 h-index

    4 publications

    102 citations

  2. University of Duisburg-Essen

    Essen, Germany

    2 h-index

    13 publications

    351 citations

  3. University of Oxford

    Oxford, United Kingdom

    2 h-index

    5 publications

    177 citations

  4. Pacific Northwest National Laboratory

    Richland, United States

    2 h-index

    4 publications

    564 citations

  5. Technische Universität Darmstadt

    Darmstadt, Germany

    2 h-index

    8 publications

    180 citations

  6. Oregon State University

    Corvallis, United States

    2 h-index

    2 publications

    275 citations

  7. Michigan Technological University

    Houghton, United States

    1 h-index

    2 publications

    120 citations

  8. Heraeus (Germany)

    Hanau, Germany

    1 h-index

    1 publications

    25 citations

1–8 of 62

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 126 citations

    5

    h-index

  2. ACM Transactions on Interactive Intelligent Systems

    TIIS · 3 publications · 111 citations

    3

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 42 citations

    2

    h-index

  4. First Monday

    1 publications · 34 citations

    1

    h-index

  5. 1

    h-index

1–5