Concepedia

Feature Construction

Feature Construction is the academic process of deriving new features from raw data or existing features through mathematical transformations, domain knowledge, or heuristic methods, distinguished from other feature engineering techniques by its focus on creating novel predictive attributes rather than selecting or extracting existing ones.

1.1K

Publications

72.8K

Citations

3.6K

Authors

1.2K

Institutions

Publications per year

2017–2026

558

Variants

Feature Generation

Parents

Children

Publications

1.1K

Wrappers for feature subset selection

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

, , +10

Explaining prediction models and individual predictions with feature contributions

Erik Štrumbelj, Igor Kononenko · Knowledge and Information Systems · 2013 · 2.2K citations

, , +15

Semantic feature production norms for a large set of living and nonliving things

Ken McRae, George S. Cree, Mark S. Seidenberg et al. · Behavior Research Methods · 2005 · 1.1K citations · Full text

, , +16

Unsupervised feature learning framework for no-reference image quality assessment

Peng Ye, Jayendra Kumar, Le Kang et al. · 2012 · 798 citations

, , +16

Feature Extraction Construction and Selection: A Data Mining Perspective

MTW, Huan Liu, Hiroshi Motoda · Journal of the American Statistical Association · 1999 · 723 citations

, , +17

1–5 of 1.1K

Authors

3.6K

  1. BX
    Bing Xue

    Victoria University of Wellington, New Zealand

    16 publications · 789 citations

    14

    h-index

  2. MZ
    Mengjie Zhang

    Victoria University of Wellington, New Zealand

    16 publications · 841 citations

    14

    h-index

  3. LR
    Larry Rendell

    University of Illinois Urbana-Champaign, United States

    9 publications · 543 citations

    9

    h-index

  4. CK
    Christian Kästner

    Carnegie Mellon University, United States

    8 publications · 812 citations

    8

    h-index

  5. SA
    Sven Apel

    University of Passau, Germany

    8 publications · 832 citations

    8

    h-index

1–5 of 3.6K

Institutions

1.2K

  1. Victoria University of Wellington

    Wellington, New Zealand

    18 h-index

    84 publications

    3.7K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    13 h-index

    39 publications

    2K citations

  3. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    30 publications

    1.9K citations

  4. University of Illinois Urbana-Champaign

    Urbana, United States

    12 h-index

    34 publications

    1.5K citations

  5. University of Waterloo

    Waterloo, Canada

    11 h-index

    29 publications

    3.8K citations

  6. Wuhan University

    Wuhan, China

    10 h-index

    29 publications

    1.1K citations

  7. Nanyang Technological University

    Singapore, Singapore

    10 h-index

    23 publications

    1.5K citations

  8. University of California, Berkeley

    Berkeley, United States

    9 h-index

    12 publications

    1.2K citations

1–8 of 1.2K

Venues

  1. IEEE Access

    34 publications · 1.4K citations

    23

    h-index

  2. Expert Systems with Applications

    29 publications · 2.7K citations

    21

    h-index

  3. Computer-Aided Design

    18 publications · 1.2K citations

    16

    h-index

  4. Pattern Recognition

    14 publications · 1K citations

    14

    h-index

  5. Applied Soft Computing

    13 publications · 871 citations

    12

    h-index

1–5