Concepedia

Feature Selection

Feature Selection is a dimensionality reduction technique that identifies and retains the most relevant subset of input variables by evaluating their contribution to predictive accuracy, thereby distinguishing it from other feature transformation or extraction methods.

17.9K

Publications

1.2M

Citations

43.3K

Authors

6.8K

Institutions

Publications per year

2017–2026

9.4K

Variants

Attribute SelectionVariable Subset Selection

Parents

Children

Publications

17.9K

Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy

Fuhui Long, Chen Ding · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 10.5K citations

, , +16

Gene Selection for Cancer Classification using Support Vector Machines

Isabelle Guyon, Jason Weston, S. Barnhill et al. · Machine Learning · 2002 · 9.8K citations · Full text

, , +12

LightGBM: A Highly Efficient Gradient Boosting Decision Tree

Guolin Ke, Qi Meng, Thomas Finley et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2017 · 9.5K citations · Full text

, , +16

Wrappers for feature subset selection

Ron Kohavi, George H. John · Artificial Intelligence · 1997 · 8.9K citations

, , +10

An introduction to variable and feature selection

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

, , +14

1–5 of 17.9K

Authors

43.3K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    83 publications · 8.6K citations

    46

    h-index

  2. BX
    Bing Xue

    Victoria University of Wellington, New Zealand

    80 publications · 10.5K citations

    45

    h-index

  3. SM
    Seyedali Mirjalili

    Torrens University Australia, Australia

    53 publications · 9.3K citations

    42

    h-index

  4. MZ
    Mengjie Zhang

    Victoria University of Wellington, New Zealand

    66 publications · 9.1K citations

    41

    h-index

  5. QH
    Qinghua Hu

    Tianjin University, China

    42 publications · 5.2K citations

    33

    h-index

1–5 of 43.3K

Institutions

6.8K

  1. Chinese Academy of Sciences

    Beijing, China

    70 h-index

    562 publications

    54.2K citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    57 h-index

    394 publications

    30.1K citations

  3. Nanyang Technological University

    Singapore, Singapore

    55 h-index

    248 publications

    19.5K citations

  4. Arizona State University

    Tempe, United States

    51 h-index

    183 publications

    33.4K citations

  5. National University of Singapore

    Singapore, Singapore

    49 h-index

    221 publications

    26.4K citations

  6. Victoria University of Wellington

    Wellington, New Zealand

    49 h-index

    286 publications

    32.4K citations

  7. Harbin Institute of Technology

    Harbin, China

    49 h-index

    369 publications

    24K citations

  8. Vellore Institute of Technology University

    Vellore, India

    48 h-index

    223 publications

    16.2K citations

1–8 of 6.8K

Venues

  1. Expert Systems with Applications

    409 publications · 39.9K citations

    103

    h-index

  2. Pattern Recognition

    292 publications · 24.5K citations

    88

    h-index

  3. IEEE Access

    515 publications · 29.9K citations

    85

    h-index

  4. Knowledge-Based Systems

    260 publications · 21.4K citations

    82

    h-index

  5. Applied Soft Computing

    211 publications · 19.1K citations

    73

    h-index

1–5