Concepedia

Feature Robustness Evaluation

Feature Robustness Evaluation is a methodological framework within feature stability analysis that systematically assesses the sensitivity and consistency of feature representations under perturbations, thereby distinguishing it by its focus on resilience to variations in input conditions or model configurations.

55

Publications

3.3K

Citations

259

Authors

114

Institutions

Publications per year

2017–2026

41

Parents

Publications

55

Multi-cue Correlation Filters for Robust Visual Tracking

Ning Wang, Wengang Zhou, Qi Tian et al. · 2018 · 488 citations

, , +15

Adversarial Examples Are Not Bugs, They Are Features

Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras et al. · arXiv (Cornell University) · 2019 · 395 citations · Full text

, , +12

Assessing robustness of radiomic features by image perturbation

Scientific Reports · 2019 · 243 citations · Full text

, , +17

Examining multiple feature evaluation and classification methods for improving the diagnosis of Parkinson’s disease

Salama A. Mostafa, Aida Mustapha, Mazin Abed Mohammed et al. · Cognitive Systems Research · 2018 · 183 citations

, , +11

On the stability of feature selection algorithms

NogueiraSarah, SechidisKonstantinos, BrownGavin · Journal of Machine Learning Research · 2017 · 146 citations

, , +12

1–5 of 55

Authors

259

  1. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    3 publications · 41 citations

    3

    h-index

  2. RW
    Randall Wald

    Florida Atlantic University, United States

    2 publications · 28 citations

    2

    h-index

  3. ES
    Evis Sala

    University of Cambridge, United Kingdom

    2 publications · 110 citations

    2

    h-index

  4. HW
    Huanjing Wang

    Western Kentucky University, United States

    2 publications · 28 citations

    2

    h-index

  5. LR
    Leonardo Rundo

    University of Cambridge, United Kingdom

    2 publications · 110 citations

    2

    h-index

1–5 of 259

Institutions

114

  1. University of Science and Technology of China

    Hefei, China

    4 h-index

    8 publications

    1.6K citations

  2. Florida Atlantic University

    Boca Raton, United States

    3 h-index

    8 publications

    108 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    4 publications

    151 citations

  4. Western Kentucky University

    Bowling Green, United States

    2 h-index

    2 publications

    28 citations

  5. Cancer Research UK Cambridge Center

    Cambridge, United Kingdom

    2 h-index

    7 publications

    400 citations

  6. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    2 h-index

    6 publications

    87 citations

  7. University of Cambridge

    Cambridge, United Kingdom

    2 h-index

    25 publications

    1.3K citations

  8. Loughborough University

    Loughborough, United Kingdom

    1 h-index

    2 publications

    40 citations

1–8 of 114

Venues

  1. Scientific Reports

    4 publications · 435 citations

    4

    h-index

  2. arXiv (Cornell University)

    Repository · 4 publications · 477 citations

    4

    h-index

  3. Frontiers in Oncology

    1 publications · 36 citations

    1

    h-index

  4. Sensors and Actuators B Chemical

    1 publications · 18 citations

    1

    h-index

  5. IET Biometrics

    BMT · 1 publications · 89 citations

    1

    h-index

1–5