Concepedia

Kernel-based Estimation

Kernel-Based Estimation is a nonparametric statistical method that belongs to the class of smoothing techniques in time series analysis, distinguished by its use of a kernel function to assign weighted averages to nearby observations for estimating underlying structures such as volatility or spectral density in high-frequency data.

1.9K

Publications

134.8K

Citations

3.1K

Authors

1.3K

Institutions

Publications per year

2017–2026

345

Parents

Publications

1.9K

Estimating Continuous Distributions in Bayesian Classifiers

George H. John, Pat Langley · arXiv (Cornell University) · 2013 · 2.9K citations · Full text

, , +17

Dlib-ml: A Machine Learning Toolkit

Davis E. King · 2009 · 2.9K citations

, , +15

A Reliable Data-Based Bandwidth Selection Method for Kernel Density Estimation

Simon J. Sheather, M. C. Jones · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1991 · 2.7K citations

, , +13

Kernel density estimation via diffusion

Zdravko I. Botev, Joseph F. Grotowski, Dirk P. Kroese · Queensland's institutional digital repository (The University of Queensland) · 2010 · 1.8K citations

, , +16

Integrating structured biological data by Kernel Maximum Mean Discrepancy

Karsten Borgwardt, Arthur Gretton, Malte J. Rasch et al. · Bioinformatics · 2006 · 1.7K citations · Full text

, , +11

1–5 of 1.9K

Authors

3.1K

  1. MC
    M. C. Jones

    The Open University, United Kingdom

    28 publications · 5.5K citations

    22

    h-index

  2. JS
    J. S. Marron

    University of North Carolina at Chapel Hill, United States

    19 publications · 3.3K citations

    18

    h-index

  3. PH
    Peter Hall

    Australian National University, Australia

    21 publications · 1.8K citations

    18

    h-index

  4. WK
    Wolfgang Karl Härdle

    Humboldt-Universität zu Berlin, Germany

    16 publications · 1.5K citations

    16

    h-index

  5. JS
    Jeffrey S. Racine

    McMaster University, Canada

    12 publications · 1.7K citations

    12

    h-index

1–5 of 3.1K

Institutions

1.3K

  1. Texas A&M University

    College Station, United States

    25 h-index

    55 publications

    3.5K citations

  2. The Open University

    Milton Keynes, United Kingdom

    22 h-index

    30 publications

    3.2K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    20 h-index

    71 publications

    2.9K citations

  4. Sorbonne Université

    Paris, France

    19 h-index

    36 publications

    1.7K citations

  5. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    19 h-index

    31 publications

    3.2K citations

  6. Stanford University

    Stanford, United States

    19 h-index

    26 publications

    10.4K citations

  7. University of California San Diego

    San Diego, United States

    18 h-index

    24 publications

    2K citations

  8. Australian National University

    Canberra, Australia

    17 h-index

    33 publications

    3.3K citations

1–8 of 1.3K

Venues

  1. The Annals of Statistics

    108 publications · 16.4K citations

    66

    h-index

  2. Journal of the American Statistical Association

    62 publications · 5.2K citations

    35

    h-index

  3. Journal of nonparametric statistics

    84 publications · 2.8K citations

    33

    h-index

  4. Econometric Theory

    44 publications · 3.7K citations

    28

    h-index

  5. Biometrika

    34 publications · 4.2K citations

    25

    h-index

1–5