Concepedia

Kernel Regression

Kernel Regression is a nonparametric regression method that estimates the conditional expectation of a dependent variable by weighting nearby observed data points according to a kernel function, thereby distinguishing itself from parametric regression techniques through its reliance on local smoothing rather than global functional form assumptions.

1.8K

Publications

148.4K

Citations

4.2K

Authors

1.5K

Institutions

Publications per year

2017–2026

568

Parents

Publications

1.8K

Mean shift: a robust approach toward feature space analysis

Dorin Comaniciu, Peter Meer · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2002 · 11.4K citations

, , +15

High-Speed Tracking with Kernelized Correlation Filters

João F. Henriques, Rui Caseiro, Pedro Martins et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2014 · 5.8K citations · Full text

, , +14

An Introduction to Kernel and Nearest-Neighbor Nonparametric Regression

Naomi Altman · The American Statistician · 1992 · 5K citations

, , +13

IEEE Transactions on Pattern Analysis and Machine Intelligence

IEEE Transactions on Pattern Analysis and Machine Intelligence · 2004 · 3.7K citations

, , +17

Geographically Weighted Regression: A Method for Exploring Spatial Nonstationarity

Chris Brunsdon, A. Stewart Fotheringham, Martin Charlton · Geographical Analysis · 1996 · 3.5K citations · Full text

, , +15

1–5 of 1.8K

Authors

4.2K

  1. WK
    Wolfgang Karl Härdle

    Humboldt-Universität zu Berlin, Germany

    17 publications · 1.7K citations

    16

    h-index

  2. TG
    Théo Gasser

    University of Zurich, Switzerland

    16 publications · 1.9K citations

    16

    h-index

  3. PV
    Philippe Vieu

    Université Toulouse III - Paul Sabatier, France

    14 publications · 1.4K citations

    14

    h-index

  4. RJ
    Raymond J. Carroll

    Texas A&M University, United States

    14 publications · 1.6K citations

    13

    h-index

  5. HM
    Hans‐Georg Müller

    University of California, Davis, United States

    12 publications · 1.4K citations

    12

    h-index

1–5 of 4.2K

Institutions

1.5K

  1. Texas A&M University

    College Station, United States

    24 h-index

    45 publications

    4K citations

  2. University of Michigan

    Ann Arbor, United States

    22 h-index

    50 publications

    3.1K citations

  3. Harvard University

    Cambridge, United States

    21 h-index

    76 publications

    13K citations

  4. University of California, Berkeley

    Berkeley, United States

    19 h-index

    46 publications

    6.7K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    18 h-index

    54 publications

    2K citations

  6. Chinese Academy of Sciences

    Beijing, China

    18 h-index

    35 publications

    2K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    17 h-index

    36 publications

    2.3K citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    16 h-index

    28 publications

    2.8K citations

1–8 of 1.5K

Venues

  1. The Annals of Statistics

    69 publications · 9.7K citations

    50

    h-index

  2. Journal of the American Statistical Association

    75 publications · 11.3K citations

    48

    h-index

  3. Journal of nonparametric statistics

    47 publications · 1.9K citations

    24

    h-index

  4. arXiv (Cornell University)

    Repository · 54 publications · 2.1K citations

    23

    h-index

  5. Journal of Statistical Planning and Inference

    24 publications · 848 citations

    18

    h-index

1–5