Concepedia

Feature Set Optimization

Feature Set Optimization is a methodological process in machine learning and data analysis that systematically selects, transforms, or reduces a collection of input features to improve model performance, interpretability, or computational efficiency while preserving essential information relevant to the learning task.

274

Publications

14.2K

Citations

949

Authors

478

Institutions

Publications per year

2017–2026

154

Variants

Feature Optimization

Parents

Publications

274

A Branch and Bound Algorithm for Feature Subset Selection

Narendra, Fukunaga · IEEE Transactions on Computers · 1977 · 1.2K citations

, , +11

Binary butterfly optimization approaches for feature selection

Sankalap Arora, Priyanka Anand · Expert Systems with Applications · 2018 · 411 citations

, , +8

Trace ratio criterion for feature selection

Feiping Nie, Shiming Xiang, Yangqing Jia et al. · National University of Singapore · 2008 · 327 citations

, , +13

An improved particle swarm optimization for feature selection

Yuanning Liu, Gang Wang, Huiling Chen et al. · Journal of Bionic Engineering · 2011 · 323 citations

, , +15

Enhanced whale optimization algorithm for medical feature selection: A COVID-19 case study

Mohammad H. Nadimi-Shahraki, Hoda Zamani, Seyedali Mirjalili · Computers in Biology and Medicine · 2022 · 303 citations

, , +12

1–5 of 274

Authors

949

  1. SM
    Seyedali Mirjalili

    Torrens University Australia, Australia

    5 publications · 777 citations

    5

    h-index

  2. MH
    Mohammad H. Nadimi-Shahraki

    Islamic Azad University of Najafabad, Iran

    4 publications · 547 citations

    4

    h-index

  3. HJ
    Heming Jia

    Northeast Forestry University, China

    3 publications · 71 citations

    3

    h-index

  4. MB
    Marcel Brun

    Texas A&M University, United States

    3 publications · 47 citations

    3

    h-index

  5. ER
    Edward R. Dougherty

    Texas A&M University, United States

    3 publications · 47 citations

    3

    h-index

1–5 of 949

Institutions

478

  1. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    34 publications

    889 citations

  2. Islamic Azad University of Najafabad

    Najafābād, Iran

    5 h-index

    12 publications

    1.5K citations

  3. Mansoura University

    Al Mansurah, Egypt

    5 h-index

    5 publications

    380 citations

  4. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    5 h-index

    15 publications

    445 citations

  5. Princess Nourah bint Abdulrahman University

    Riyadh, Saudi Arabia

    5 h-index

    8 publications

    638 citations

  6. Yonsei University

    Seoul, South Korea

    5 h-index

    5 publications

    592 citations

  7. Torrens University Australia

    Adelaide, Australia

    4 h-index

    7 publications

    966 citations

  8. Cairo University

    Giza, Egypt

    4 h-index

    5 publications

    515 citations

1–8 of 478

Venues

  1. IEEE Access

    13 publications · 651 citations

    13

    h-index

  2. Expert Systems with Applications

    6 publications · 683 citations

    6

    h-index

  3. Neural Computing and Applications

    6 publications · 584 citations

    6

    h-index

  4. PLoS ONE

    4 publications · 230 citations

    4

    h-index

  5. Scientific Reports

    4 publications · 164 citations

    4

    h-index

1–5