Concepedia

Robust Density Estimation

Robust Density Estimation is a density estimation method that maintains accurate and stable performance in the presence of outliers, model misspecification, or deviations from underlying distributional assumptions, thereby distinguishing itself from conventional density estimation techniques by its resilience to data anomalies and modeling uncertainties.

84

Publications

4.4K

Citations

1.5K

Authors

320

Institutions

Publications per year

2017–2026

22

Parents

Publications

84

Robust and efficient estimation by minimising a density power divergence

Ayanendranath Basu · Biometrika · 1998 · 805 citations · Full text

, , +12

Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder

Long-yuan Li, Junchi Yan, Haiyang Wang et al. · IEEE Transactions on Neural Networks and Learning Systems · 2020 · 206 citations

, , +16

Robust kernel density estimation

JooSeuk Kim, Clayton Scott · Journal of Machine Learning Research · 2012 · 183 citations

, , +16

Robust Kernel Density Estimation

JooSeuk Kim, Clayton Scott · arXiv (Cornell University) · 2011 · 176 citations · Full text

, , +16

Simon Newcomb, Percy Daniell, and the History of Robust Estimation 1885–1920

Stephen M. Stigler · Journal of the American Statistical Association · 1973 · 172 citations

, , +11

1–5 of 84

Authors

1.5K

  1. CS
    Clayton Scott

    University of Michigan, United States

    4 publications · 448 citations

    4

    h-index

  2. AB
    Ayanendranath Basu

    Indian Statistical Institute, India

    3 publications · 851 citations

    3

    h-index

  3. JK
    JooSeuk Kim

    University of Michigan, United States

    3 publications · 434 citations

    3

    h-index

  4. PJ
    Peter J. Diggle

    Lancaster University, United Kingdom

    3 publications · 128 citations

    3

    h-index

  5. CA
    Claudio Agostinelli

    Ca' Foscari University of Venice, Italy

    3 publications · 85 citations

    3

    h-index

1–5 of 1.5K

Institutions

320

  1. University of Michigan

    Ann Arbor, United States

    4 h-index

    12 publications

    616 citations

  2. Stanford University

    Stanford, United States

    3 h-index

    17 publications

    251 citations

  3. McGill University

    Montreal, Canada

    3 h-index

    8 publications

    109 citations

  4. Newcastle University

    Newcastle upon Tyne, United Kingdom

    3 h-index

    8 publications

    184 citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    27 publications

    1.1K citations

  6. Michigan State University

    East Lansing, United States

    3 h-index

    11 publications

    175 citations

  7. ShanghaiTech University

    Shanghai, China

    2 h-index

    15 publications

    420 citations

  8. Indian Statistical Institute

    Kolkata, India

    2 h-index

    3 publications

    849 citations

1–8 of 320

Venues

  1. Biometrika

    6 publications · 971 citations

    6

    h-index

  2. arXiv (Cornell University)

    Repository · 5 publications · 273 citations

    5

    h-index

  3. The Annals of Statistics

    5 publications · 363 citations

    5

    h-index

  4. IEEE Transactions on Information Theory

    4 publications · 187 citations

    4

    h-index

  5. Journal of Statistical Computation and Simulation

    JSCS · 4 publications · 71 citations

    4

    h-index

1–5