Concepedia

Model Robustness Analysis

Model Robustness Analysis is a systematic methodological framework within sensitivity analysis that evaluates the stability and reliability of a model's outputs under perturbations or variations in its assumptions, parameters, or input data, thereby distinguishing it from general validation techniques by focusing specifically on the model's resilience to change.

387

Publications

23.9K

Citations

1.3K

Authors

516

Institutions

Publications per year

2017–2026

222

Parents

Publications

387

An effective screening design for sensitivity analysis of large models

Francesca Campolongo, Jessica Cariboni, Andrea Saltelli · Environmental Modelling & Software · 2007 · 2K citations

, , +16

Robust Optimization of Large-Scale Systems

John M. Mulvey, Robert J. Vanderbei, Stavros A. Zenios · Operations Research · 1995 · 1.9K citations

, , +17

SplitFed: When Federated Learning Meets Split Learning

Chandra Thapa, Seyit Camtepe, Lichao Sun · Proceedings of the AAAI Conference on Artificial Intelligence · 2022 · 621 citations · Full text

, , +15

Avoiding Pitfalls of Using Species Distribution Models in Conservation Planning

Bette A. Loiselle, Christine A. Howell, Catherine H. Graham et al. · Conservation Biology · 2003 · 518 citations

, , +14

On The So-Called “Huber Sandwich Estimator” and “Robust Standard Errors”

The American Statistician · 2006 · 508 citations

, , +16

1–5 of 387

Authors

1.3K

  1. AL
    Aishan Liu

    Beihang University, China

    6 publications · 338 citations

    6

    h-index

  2. XL
    Xianglong Liu

    Beihang University, China

    6 publications · 338 citations

    6

    h-index

  3. CC
    Ching‐Shui Cheng

    University of California, Berkeley, United States

    5 publications · 274 citations

    5

    h-index

  4. TP
    Tianyu Pang

    Tsinghua University, China

    5 publications · 192 citations

    5

    h-index

  5. JZ
    Jun Zhu

    Tsinghua University, China

    5 publications · 192 citations

    5

    h-index

1–5 of 1.3K

Institutions

516

  1. Tsinghua University

    Beijing, China

    11 h-index

    29 publications

    1.1K citations

  2. University of California, Berkeley

    Berkeley, United States

    11 h-index

    16 publications

    1.3K citations

  3. Peking University

    Beijing, China

    8 h-index

    17 publications

    391 citations

  4. Beihang University

    Beijing, China

    8 h-index

    31 publications

    1.9K citations

  5. Stanford University

    Stanford, United States

    8 h-index

    12 publications

    576 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    18 publications

    1.1K citations

  7. University of California, Los Angeles

    Los Angeles, United States

    7 h-index

    9 publications

    948 citations

  8. University of Southampton

    Southampton, United Kingdom

    7 h-index

    11 publications

    522 citations

1–8 of 516

Venues

  1. arXiv (Cornell University)

    Repository · 44 publications · 2.6K citations

    25

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 12 publications · 1.3K citations

    12

    h-index

  3. Philosophy of Science

    7 publications · 468 citations

    7

    h-index

  4. Biometrika

    6 publications · 402 citations

    6

    h-index

  5. IEEE Transactions on Automatic Control

    5 publications · 590 citations

    5

    h-index

1–5