Concepedia

Perturbation Analysis

Perturbation Analysis is a methodological framework within Feature Stability Analysis that systematically introduces controlled variations to input features or model parameters to assess the robustness and sensitivity of a model's output, thereby distinguishing it from other analytical approaches by its focus on deliberate, structured disruptions to evaluate feature invariance.

2.8K

Publications

150.4K

Citations

6K

Authors

1.8K

Institutions

Publications per year

2017–2026

390

Parents

Publications

2.8K

Universal Adversarial Perturbations

Seyed-Mohsen Moosavi-Dezfooli, Alhussein Fawzi, Omar Fawzi et al. · 2017 · 2.7K citations · Full text

, , +14

Characterization of complex networks: A survey of measurements

Luciano da Fontoura Costa, Francisco A. Rodrigues, Gonzalo Travieso et al. · Advances In Physics · 2007 · 2.5K citations · Full text

, , +16

Matrix pencil method for estimating parameters of exponentially damped/undamped sinusoids in noise

Yingbo Hua, Tapan K. Sarkar · IEEE Transactions on Acoustics Speech and Signal Processing · 1990 · 1.5K citations

, , +11

Perturbation Experiments in Community Ecology: Theory and Practice

Edward A. Bender, Ted J. Case, Michael E. Gilpin · Ecology · 1984 · 1.3K citations

, , +17

Generalized G-Inflation: --Inflation with the Most General Second-Order Field Equations--

Progress of Theoretical Physics · 2011 · 1.2K citations · Full text

, , +16

1–5 of 2.8K

Authors

6K

  1. CG
    Christos G. Cassandras

    Boston University, United States

    36 publications · 1.6K citations

    21

    h-index

  2. YW
    Yimin Wei

    Fudan University, China

    18 publications · 492 citations

    17

    h-index

  3. XC
    Xi‐Ren Cao

    Hong Kong University of Science and Technology, Hong Kong SAR China

    21 publications · 992 citations

    17

    h-index

  4. MC
    Michael C. Fu

    University of Maryland, College Park, United States

    20 publications · 665 citations

    15

    h-index

  5. JH
    Jian-Qiang Hu

    Fudan University, China

    14 publications · 466 citations

    13

    h-index

1–5 of 6K

Institutions

1.8K

  1. Centre National de la Recherche Scientifique

    Paris, France

    30 h-index

    142 publications

    6.8K citations

  2. Harvard University

    Cambridge, United States

    29 h-index

    87 publications

    8.9K citations

  3. Princeton University

    Princeton, United States

    27 h-index

    72 publications

    7K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    25 h-index

    75 publications

    3.9K citations

  5. Boston University

    Boston, United States

    23 h-index

    77 publications

    3.1K citations

  6. Stanford University

    Stanford, United States

    23 h-index

    64 publications

    4.4K citations

  7. Kyoto University

    Kyoto, Japan

    21 h-index

    59 publications

    5.7K citations

  8. University of Michigan

    Ann Arbor, United States

    21 h-index

    68 publications

    3.2K citations

1–8 of 1.8K

Venues

  1. Journal of Fluid Mechanics

    54 publications · 5.1K citations

    32

    h-index

  2. IEEE Transactions on Automatic Control

    52 publications · 3.6K citations

    31

    h-index

  3. The Journal of Chemical Physics

    59 publications · 3.8K citations

    27

    h-index

  4. IEEE Transactions on Signal Processing

    30 publications · 2.3K citations

    24

    h-index

  5. Physical Review Letters

    PRL · 31 publications · 2.1K citations

    24

    h-index

1–5