Concepedia

Feature Selection For Regression

Feature Selection for Regression is a methodological framework within feature selection that specifically identifies and retains predictor variables most relevant to predicting continuous outcome variables in regression analysis, distinguishing it from feature selection tasks targeting classification or unsupervised learning.

239

Publications

26.4K

Citations

729

Authors

347

Institutions

Publications per year

2017–2026

128

Parents

Publications

239

An introduction to variable and feature selection

GuyonIsabelle, ElisseeffAndré · Journal of Machine Learning Research · 2003 · 7.9K citations

, , +14

An Introduction to Variable and Feature Selection.

2003 · 6.6K citations

, , +16

Fast Binary Feature Selection with Conditional Mutual Information

François Fleuret · 2004 · 836 citations

, , +16

On Some Aspects of Variable Selection for Partial Least Squares Regression Models

Partha Pratim Roy, Kunal Roy · QSAR & Combinatorial Science · 2007 · 804 citations · Full text

, , +15

Genetic algorithms applied to feature selection in PLS regression: how and when to use them

Riccardo Leardi, Amparo Lupiáñez González · Chemometrics and Intelligent Laboratory Systems · 1998 · 756 citations

, , +11

1–5 of 239

Authors

729

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    5 publications · 262 citations

    5

    h-index

  2. XL
    Xuelong Li

    Northwestern Polytechnical University, China

    4 publications · 149 citations

    4

    h-index

  3. RH
    Rongyao Hu

    Guangxi Normal University, China

    3 publications · 67 citations

    3

    h-index

  4. IT
    Ioannis Tsamardinos

    University of Crete, Greece

    3 publications · 224 citations

    3

    h-index

  5. OS
    Omar Saber Qasim

    University of Mosul, Iraq

    3 publications · 127 citations

    3

    h-index

1–5 of 729

Institutions

347

  1. Northwestern Polytechnical University

    Xi'an, China

    6 h-index

    18 publications

    756 citations

  2. Yale University

    New Haven, United States

    5 h-index

    13 publications

    777 citations

  3. National University of Singapore

    Singapore, Singapore

    5 h-index

    10 publications

    389 citations

  4. University of Pennsylvania

    Philadelphia, United States

    5 h-index

    11 publications

    790 citations

  5. Guangxi Normal University

    Guilin, China

    4 h-index

    18 publications

    494 citations

  6. Korea University

    Seoul, South Korea

    4 h-index

    10 publications

    1.1K citations

  7. Deakin University

    Burwood, Australia

    4 h-index

    10 publications

    626 citations

  8. University of Mosul

    Mosul, Iraq

    3 h-index

    8 publications

    293 citations

1–8 of 347

Venues

  1. Expert Systems with Applications

    11 publications · 610 citations

    11

    h-index

  2. Chemometrics and Intelligent Laboratory Systems

    7 publications · 1.3K citations

    7

    h-index

  3. Neurocomputing

    7 publications · 334 citations

    7

    h-index

  4. Journal of Chemometrics

    5 publications · 621 citations

    5

    h-index

  5. Knowledge-Based Systems

    5 publications · 323 citations

    5

    h-index

1–5