Concepedia

Automatic Feature Construction

Automatic Feature Construction is a methodological approach in machine learning that systematically generates higher-order polynomial features from existing variables through automated transformation, thereby expanding the feature space without manual intervention.

217

Publications

13.9K

Citations

746

Authors

343

Institutions

Publications per year

2017–2026

114

Variants

Automated Feature Construction

Parents

Publications

217

View-based and modular eigenspaces for face recognition

Pentland, Moghaddam, Starner · 1994 · 1.8K citations

, , +15

A Scalable Hierarchical Distributed Language Model

Andriy Mnih, Geoffrey E. Hinton · 2008 · 852 citations

, , +11

Optimizing deep learning hyper-parameters through an evolutionary algorithm

Steven R. Young, Derek Rose, Thomas P. Karnowski et al. · 2015 · 425 citations

, , +16

Residual and plain convolutional neural networks for 3D brain MRI classification

Sergey Korolev, Amir Safiullin, Mikhail Belyaev et al. · 2017 · 422 citations

, , +17

Deep feature synthesis: Towards automating data science endeavors

James Max Kanter, Kalyan Veeramachaneni · 2015 · 416 citations

, , +14

1–5 of 217

Authors

746

  1. LR
    Larry Rendell

    University of Illinois Urbana-Champaign, United States

    5 publications · 391 citations

    5

    h-index

  2. BX
    Bing Xue

    Victoria University of Wellington, New Zealand

    5 publications · 288 citations

    5

    h-index

  3. MZ
    Mengjie Zhang

    Victoria University of Wellington, New Zealand

    4 publications · 360 citations

    4

    h-index

  4. TX
    Tao Xiang

    Queen Mary University of London, United Kingdom

    3 publications · 407 citations

    3

    h-index

  5. WN
    Will N. Browne

    Victoria University of Wellington, New Zealand

    2 publications · 23 citations

    2

    h-index

1–5 of 746

Institutions

343

  1. Victoria University of Wellington

    Wellington, New Zealand

    8 h-index

    28 publications

    1.6K citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    6 h-index

    15 publications

    844 citations

  3. IBM (United States)

    Armonk, United States

    3 h-index

    9 publications

    726 citations

  4. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    8 publications

    311 citations

  5. Technical University of Munich

    Munich, Germany

    3 h-index

    6 publications

    559 citations

  6. Stanford University

    Stanford, United States

    3 h-index

    5 publications

    74 citations

  7. Queen Mary University of London

    London, United Kingdom

    3 h-index

    7 publications

    1.2K citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    3 h-index

    7 publications

    245 citations

1–8 of 343

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 175 citations

    7

    h-index

  2. IEEE Access

    7 publications · 309 citations

    7

    h-index

  3. 4

    h-index

  4. Sensors

    3 publications · 214 citations

    3

    h-index

  5. Expert Systems with Applications

    3 publications · 87 citations

    3

    h-index

1–5