Concepedia

Human-centered Explainable Machine Learning

Human-Centered Explainable Machine Learning is an academic framework within explainable artificial intelligence that prioritizes human stakeholders' cognitive, contextual, and experiential needs by systematically integrating human-centric design principles, interpretability requirements, and interactive feedback loops into the development, evaluation, and deployment of machine learning models.

69

Publications

5.1K

Citations

349

Authors

181

Institutions

Publications per year

2017–2026

69

Parents

Publications

69

From Artificial Intelligence to Explainable Artificial Intelligence in Industry 4.0: A Survey on What, How, and Where

Imran Ahmed, Gwanggil Jeon, Francesco Piccialli · IEEE Transactions on Industrial Informatics · 2022 · 781 citations

, , +17

Notions of explainability and evaluation approaches for explainable artificial intelligence

Giulia Vilone, Luca Longo · Information Fusion · 2021 · 551 citations · Full text

, , +13

Human-centric artificial intelligence architecture for industry 5.0 applications

Jože M. Rožanec, Inna Novalija, Patrik Zajec et al. · International Journal of Production Research · 2022 · 278 citations · Full text

, , +16

Explainable AI for Designers: A Human-Centered Perspective on Mixed-Initiative Co-Creation

Jichen Zhu, Antonios Liapis, Sebastian Risi et al. · 2018 · 241 citations · Full text

, , +17

Explanatory Interactive Machine Learning

Stefano Teso, Kristian Kersting · 2019 · 195 citations · Full text

, , +10

1–5 of 69

Authors

349

  1. DA
    Daniel A. Keim

    University of Konstanz, Germany

    2 publications · 240 citations

    2

    h-index

  2. TG
    Thanassis Giannetsos

    Technical University of Denmark, Denmark

    2 publications · 304 citations

    2

    h-index

  3. KK
    Kristian Kersting

    Technische Universität Darmstadt, Germany

    2 publications · 219 citations

    2

    h-index

  4. NB
    Nadia Bianchi‐Berthouze

    University College London, United Kingdom

    2 publications · 189 citations

    2

    h-index

  5. YM
    Yao Ming

    Hong Kong University of Science and Technology, Hong Kong SAR China

    2 publications · 123 citations

    2

    h-index

1–5 of 349

Institutions

181

  1. Delft University of Technology

    Delft, The Netherlands

    3 h-index

    9 publications

    609 citations

  2. Fraunhofer Institute for Applied Information Technology

    Sankt Augustin, Germany

    2 h-index

    6 publications

    146 citations

  3. City, University of London

    London, United Kingdom

    2 h-index

    3 publications

    145 citations

  4. Commonwealth Scientific and Industrial Research Organisation

    Canberra, Australia

    2 h-index

    4 publications

    166 citations

  5. University of Augsburg

    Augsburg, Germany

    2 h-index

    4 publications

    112 citations

  6. University College Dublin

    Dublin, Ireland

    2 h-index

    6 publications

    122 citations

  7. Technische Universität Darmstadt

    Darmstadt, Germany

    2 h-index

    4 publications

    267 citations

  8. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    2 h-index

    6 publications

    369 citations

1–8 of 181

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 152 citations

    8

    h-index

  2. ACM Transactions on Interactive Intelligent Systems

    TIIS · 3 publications · 222 citations

    3

    h-index

  3. IEEE Access

    3 publications · 149 citations

    3

    h-index

  4. Information Fusion

    2 publications · 678 citations

    2

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 21 citations

    1

    h-index

1–5