Concepedia

Explainable Artificial Intelligence

Explainable Artificial Intelligence is a subfield of artificial intelligence that comprises methodologies and frameworks designed to render the decisions and internal workings of machine learning models transparent, interpretable, and comprehensible to human users, thereby distinguishing it from opaque or black-box predictive modeling approaches.

2.4K

Publications

250.1K

Citations

8.3K

Authors

2.5K

Institutions

Publications per year

2017–2026

2.4K

Parents

Publications

2.4K

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.3K citations · Full text

, , +17

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Cynthia Rudin · Nature Machine Intelligence · 2019 · 9K citations · Full text

, , +11

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

Alejandro Barredo Arrieta, Natalia Díaz-Rodríguez, Javier Del Ser et al. · Information Fusion · 2019 · 9K citations · Full text

, , +10

From local explanations to global understanding with explainable AI for trees

Scott Lundberg, Gabriel Erion, Hugh Chen et al. · Nature Machine Intelligence · 2020 · 8.9K citations · Full text

, , +16

A Unified Approach to Interpreting Model Predictions

Scott Lundberg, Su‐In Lee · arXiv (Cornell University) · 2017 · 7.6K citations · Full text

, , +17

1–5 of 2.4K

Authors

8.3K

  1. AH
    Andreas Holzinger

    Medical University of Graz, Austria

    25 publications · 4.1K citations

    22

    h-index

  2. KM
    Klaus‐Robert Müller

    Technische Universität Berlin, Germany

    19 publications · 4.8K citations

    18

    h-index

  3. WS
    Wojciech Samek

    Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany

    19 publications · 5.4K citations

    17

    h-index

  4. QV
    Q. Vera Liao

    Microsoft (Canada), Canada

    17 publications · 1.7K citations

    16

    h-index

  5. BK
    Been Kim

    Google (United States), United States

    15 publications · 5.1K citations

    14

    h-index

1–5 of 8.3K

Institutions

2.5K

  1. Delft University of Technology

    Delft, The Netherlands

    22 h-index

    58 publications

    4.6K citations

  2. University of Washington

    Seattle, United States

    21 h-index

    78 publications

    158.4K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    21 h-index

    64 publications

    42.8K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    20 h-index

    81 publications

    4.7K citations

  5. Monash University

    Melbourne, Australia

    19 h-index

    42 publications

    4.1K citations

  6. University of Pisa

    Pisa, Italy

    19 h-index

    53 publications

    7.3K citations

  7. Technische Universität Berlin

    Berlin, Germany

    19 h-index

    58 publications

    10K citations

  8. Medical University of Graz

    Graz, Austria

    18 h-index

    58 publications

    6.2K citations

1–8 of 2.5K

Venues

  1. arXiv (Cornell University)

    Repository · 273 publications · 26.5K citations

    65

    h-index

  2. IEEE Access

    82 publications · 13.7K citations

    47

    h-index

  3. Applied Sciences

    44 publications · 1.9K citations

    30

    h-index

  4. Scientific Reports

    45 publications · 2.5K citations

    29

    h-index

  5. Sensors

    26 publications · 1.5K citations

    21

    h-index

1–5