Concepedia

Machine Learning Model Risk

Machine Learning Model Risk is a type of model risk that arises specifically from the development, deployment, and use of machine learning models, distinguished by uncertainties and potential failures associated with data dependencies, algorithmic complexity, non-linear behavior, and model adaptability in dynamic environments.

115

Publications

7.6K

Citations

571

Authors

255

Institutions

Publications per year

2017–2026

103

Parents

Publications

115

Hidden technical debt in Machine learning systems

D. Sculley, Gary D. Holt, Daniel Golovin et al. · Neural Information Processing Systems · 2015 · 843 citations

, , +8

The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks

Nicholas Carlini, Chang Liu, Úlfar Erlingsson et al. · arXiv (Cornell University) · 2018 · 506 citations · Full text

, , +15

A Framework of Potential Sources of Harm Throughout the Machine Learning Life Cycle

Harini Suresh, John V. Guttag · DSpace@MIT (Massachusetts Institute of Technology) · 2021 · 452 citations · Full text

, , +12

Learning about risk: Machine learning for risk assessment

Nicola Paltrinieri, Louise K. Comfort, Genserik Reniers · Safety Science · 2019 · 286 citations · Full text

, , +16

Big Data and Predictive Analytics

Nilay D. Shah, Ewout W. Steyerberg, David M. Kent · JAMA · 2018 · 243 citations

, , +15

1–5 of 115

Authors

571

  1. HS
    Harini Suresh

    Massachusetts Institute of Technology, United States

    3 publications · 564 citations

    3

    h-index

  2. JV
    John V. Guttag

    Massachusetts Institute of Technology, United States

    3 publications · 564 citations

    3

    h-index

  3. NC
    Nicolò Cesa‐Bianchi

    University of Milan, Italy

    2 publications · 64 citations

    2

    h-index

  4. LC
    Luís Cruz

    Delft University of Technology, Netherlands

    2 publications · 110 citations

    2

    h-index

  5. JL
    Jiangnan Li

    Chinese Academy of Sciences, China

    2 publications · 76 citations

    2

    h-index

1–5 of 571

Institutions

255

  1. Johns Hopkins University

    Baltimore, United States

    4 h-index

    20 publications

    1.4K citations

  2. Google (United States)

    Mountain View, United States

    4 h-index

    14 publications

    8.7K citations

  3. Delft University of Technology

    Delft, The Netherlands

    3 h-index

    5 publications

    506 citations

  4. University of Milan

    Milan, Italy

    3 h-index

    4 publications

    198 citations

  5. Harvard University

    Cambridge, United States

    3 h-index

    8 publications

    503 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    3 h-index

    5 publications

    1.2K citations

  7. Lund University

    Lund, Sweden

    2 h-index

    2 publications

    320 citations

  8. University of Insubria

    Varese, Italy

    2 h-index

    2 publications

    64 citations

1–8 of 255

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 800 citations

    11

    h-index

  2. SSRN Electronic Journal

    Repository · 3 publications · 44 citations

    3

    h-index

  3. Journal of Clinical Medicine

    3 publications · 124 citations

    3

    h-index

  4. Journal of Medical Internet Research

    2 publications · 80 citations

    2

    h-index

  5. JAMA Network Open

    2 publications · 215 citations

    2

    h-index

1–5