Concepedia

Local Regression

Local Regression is a nonparametric regression method that estimates conditional expectations by fitting simple models to localized subsets of the data, distinguishing itself through its reliance on proximity-based weighting to capture nonlinear relationships without assuming a global functional form.

687

Publications

84.6K

Citations

1.8K

Authors

866

Institutions

Publications per year

2017–2026

167

Variants

Loess

Parents

Publications

687

Robust Locally Weighted Regression and Smoothing Scatterplots

William S. Cleveland · Journal of the American Statistical Association · 1979 · 10.9K citations

, , +13

Locally Weighted Regression: An Approach to Regression Analysis by Local Fitting

William S. Cleveland, Susan J. Devlin · Journal of the American Statistical Association · 1988 · 5.5K citations

, , +16

An Introduction to Kernel and Nearest-Neighbor Nonparametric Regression

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

, , +13

Normalization for cDNA microarray data: a robust composite method addressing single and multiple slide systematic variation

Nucleic Acids Research · 2002 · 3.5K citations · Full text

, , +15

Robust Nonparametric Confidence Intervals for Regression-Discontinuity Designs

Sebastián Calónico, Matias D. Cattaneo, Rocío Titiunik · Econometrica · 2014 · 3K citations · Full text

, , +16

1–5 of 687

Authors

1.8K

  1. JF
    Jianqing Fan

    Princeton University, United States

    17 publications · 5.3K citations

    16

    h-index

  2. MC
    Martin Charlton

    National University of Ireland, Maynooth, Ireland

    8 publications · 2.1K citations

    8

    h-index

  3. SV
    Sethu Vijayakumar

    University of Edinburgh, United Kingdom

    8 publications · 1.1K citations

    8

    h-index

  4. IG
    Irène Gijbels

    KU Leuven, Belgium

    7 publications · 1.5K citations

    7

    h-index

  5. BL
    Binbin Lu

    Wuhan University, China

    7 publications · 905 citations

    7

    h-index

1–5 of 1.8K

Institutions

866

  1. Chinese Academy of Sciences

    Beijing, China

    16 h-index

    46 publications

    1.9K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    14 h-index

    24 publications

    1.8K citations

  3. University of California, Berkeley

    Berkeley, United States

    12 h-index

    23 publications

    2.8K citations

  4. University of California San Diego

    San Diego, United States

    11 h-index

    15 publications

    1.5K citations

  5. Cornell University

    Ithaca, United States

    10 h-index

    11 publications

    7.2K citations

  6. University of Southern California

    Los Angeles, United States

    9 h-index

    16 publications

    2.3K citations

  7. Wuhan University

    Wuhan, China

    9 h-index

    17 publications

    748 citations

  8. Universidade da Coruña

    A Coruña, Spain

    9 h-index

    21 publications

    532 citations

1–8 of 866

Venues

  1. Journal of the American Statistical Association

    34 publications · 25.4K citations

    30

    h-index

  2. The Annals of Statistics

    16 publications · 4.1K citations

    15

    h-index

  3. Journal of nonparametric statistics

    10 publications · 443 citations

    10

    h-index

  4. 9

    h-index

  5. Statistics & Probability Letters

    8 publications · 207 citations

    8

    h-index

1–5