Concepedia

Interpretability Trade-offs

Interpretability Trade-Offs is a theoretical construct in trade-off analysis that denotes the systematic compromise between the transparency of a model's decision-making process and its predictive performance or complexity.

27

Publications

1.2K

Citations

77

Authors

35

Institutions

Publications per year

2017–2026

13

Parents

Publications

27

More than a Feeling: Accuracy and Application of Sentiment Analysis

Jochen Hartmann, Mark Heitmann, Christian Siebert et al. · International Journal of Research in Marketing · 2022 · 314 citations · Full text

, , +15

Explanation Mining

G. S. Peake, Jun Wang · 2018 · 148 citations

, , +16

Model Agnostic Supervised Local Explanations

Gregory Plumb, Denali Molitor, Ameet Talwalkar · arXiv (Cornell University) · 2018 · 114 citations · Full text

, , +16

Hybrid learning models to get the interpretability–accuracy trade-off in fuzzy modeling

Rafael Alcalá, Jesús Alcalá‐Fdez, Jorge Casillas et al. · Soft Computing · 2005 · 97 citations

, , +11

Simpler is better: Lifting interpretability-performance trade-off via automated feature engineering

Alicja Gosiewska, Anna Kozak, Przemysław Biecek · Decision Support Systems · 2021 · 96 citations · Full text

, , +15

1–5 of 27

Authors

77

  1. LM
    Luis Magdalena

    Universidad Politécnica de Madrid, Spain

    3 publications · 65 citations

    3

    h-index

  2. JM
    José M. Alonso

    Universidade de Santiago de Compostela, Spain

    3 publications · 48 citations

    3

    h-index

  3. FR
    Filip Rudziński

    Kielce University of Technology, Poland

    3 publications · 56 citations

    3

    h-index

  4. MB
    Marian B. Gorzałczany

    Kielce University of Technology, Poland

    3 publications · 56 citations

    3

    h-index

  5. DM
    Denali Molitor

    University of California, Los Angeles, United States

    2 publications · 130 citations

    2

    h-index

1–5 of 77

Institutions

35

  1. European Centre for Soft Computing

    Mieres, Spain

    3 h-index

    7 publications

    166 citations

  2. Kielce University of Technology

    Kielce, Poland

    3 h-index

    7 publications

    137 citations

  3. Universidad de Granada

    Granada, Spain

    2 h-index

    9 publications

    601 citations

  4. Universität Hamburg

    Hamburg, Germany

    2 h-index

    5 publications

    688 citations

  5. University of Warsaw

    Warsaw, Poland

    1 h-index

    1 publications

    96 citations

  6. Center for Research in Molecular Medicine and Chronic Diseases

    Santiago de Compostela, Spain

    1 h-index

    2 publications

    38 citations

  7. Universidad de Valladolid

    Valladolid, Spain

    1 h-index

    2 publications

    22 citations

  8. University of Southern California

    Los Angeles, United States

    1 h-index

    1 publications

    21 citations

1–8 of 35

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 187 citations

    4

    h-index

  2. 1

    h-index

  3. Energies

    1 publications · 25 citations

    1

    h-index

  4. 1

    h-index

  5. 1

    h-index

1–5