Concepedia

Influence Function Analysis

Influence Function Analysis is a statistical method that quantifies the effect of infinitesimal perturbations in the data distribution on an estimator's output, serving to assess the robustness and sensitivity of the estimator to individual observations.

334

Publications

32.2K

Citations

730

Authors

355

Institutions

Publications per year

2017–2026

103

Variants

Influence Curve Analysis

Parents

Publications

334

Robust Statistics: The Approach Based on Influence Functions

David Ruppert, Frank R. Hampel, Elvezio Ronchetti et al. · Technometrics · 1987 · 3.8K citations

, , +12

The Influence Curve and its Role in Robust Estimation

Frank R. Hampel · Journal of the American Statistical Association · 1974 · 2.5K citations

, , +16

Unconditional Quantile Regressions

Sérgio Firpo, Nicole M. Fortin, Thomas Lemieux · Econometrica · 2009 · 2.2K citations

, , +13

Alternatives to the Median Absolute Deviation

Peter J. Rousseeuw, Christophe Croux · Journal of the American Statistical Association · 1993 · 1.8K citations

, , +16

Robust Statistics: The Approach Based on Influence Functions.

Christopher Jennison, F. R. Hampel, Elvezio Ronchetti et al. · Journal of the Royal Statistical Society Series A (General) · 1987 · 1.8K citations

, , +11

1–5 of 334

Authors

730

  1. PJ
    Peter J. Rousseeuw

    University of Antwerp, Belgium

    9 publications · 9.6K citations

    9

    h-index

  2. CC
    Christophe Croux

    KU Leuven, Belgium

    7 publications · 3.5K citations

    7

    h-index

  3. ER
    Elvezio Ronchetti

    University of Geneva, Switzerland

    7 publications · 6.1K citations

    7

    h-index

  4. WK
    Weng Khuen Ho

    National University of Singapore, Singapore

    5 publications · 140 citations

    5

    h-index

  5. KV
    Keck Voon Ling

    Nanyang Technological University, Singapore

    5 publications · 140 citations

    5

    h-index

1–5 of 730

Institutions

355

  1. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    14 publications

    454 citations

  2. Stanford University

    Stanford, United States

    8 h-index

    12 publications

    5.5K citations

  3. Harbin Institute of Technology

    Harbin, China

    7 h-index

    32 publications

    602 citations

  4. Indian Statistical Institute

    Kolkata, India

    7 h-index

    10 publications

    165 citations

  5. Xiamen University

    Xiamen, China

    6 h-index

    18 publications

    742 citations

  6. National University of Singapore

    Singapore, Singapore

    6 h-index

    13 publications

    406 citations

  7. KU Leuven

    Leuven, Belgium

    6 h-index

    11 publications

    365 citations

  8. University of Antwerp

    Antwerp, Belgium

    6 h-index

    12 publications

    8.2K citations

1–8 of 355

Venues

  1. Journal of the American Statistical Association

    23 publications · 7.6K citations

    17

    h-index

  2. arXiv (Cornell University)

    Repository · 14 publications · 1.7K citations

    11

    h-index

  3. The Annals of Statistics

    9 publications · 476 citations

    9

    h-index

  4. Optics Express

    9 publications · 296 citations

    9

    h-index

  5. The American Statistician

    6 publications · 330 citations

    6

    h-index

1–5