Concepedia

Automated Feature Engineering

Automated Feature Engineering is an academic method within the domain of feature construction that systematically generates domain-specific features from raw data through algorithmic means, distinguishing itself from manual feature design by enabling scalable, reproducible, and context-adaptive feature discovery without relying on extensive human intervention.

210

Publications

13.6K

Citations

776

Authors

343

Institutions

Publications per year

2017–2026

126

Parents

Publications

210

Automatically learning semantic features for defect prediction

Song Wang, Taiyue Liu, Lin Tan · 2016 · 692 citations

, , +16

Automated Feature Extraction in Color Retinal Images by a Model Based Approach

Haizhou Li, O. Chutatape · IEEE Transactions on Biomedical Engineering · 2004 · 549 citations

, , +17

Relation Extraction: Perspective from Convolutional Neural Networks

Thien Huu Nguyen, Ralph Grishman · 2015 · 513 citations · Full text

, , +12

A general approach for predicting the behavior of the Supreme Court of the United States

Daniel Katz, Michael James Bommarito, Josh Blackman · PLoS ONE · 2017 · 438 citations · Full text

, , +16

Deep feature synthesis: Towards automating data science endeavors

James Max Kanter, Kalyan Veeramachaneni · 2015 · 416 citations

, , +14

1–5 of 210

Authors

776

  1. DB
    David Benavides

    Universidad de Sevilla, Spain

    7 publications · 536 citations

    7

    h-index

  2. UK
    Udayan Khurana

    IBM (United States), United States

    6 publications · 690 citations

    6

    h-index

  3. HS
    Horst Samulowitz

    IBM (United States), United States

    6 publications · 690 citations

    6

    h-index

  4. AR
    Antonio Ruiz–Cortés

    Universidad de Sevilla, Spain

    5 publications · 457 citations

    5

    h-index

  5. DS
    Deepak S. Turaga

    IBM Research - Thomas J. Watson Research Center, United States

    4 publications · 654 citations

    4

    h-index

1–5 of 776

Institutions

343

  1. Universidad de Sevilla

    Seville, Spain

    6 h-index

    18 publications

    1.5K citations

  2. Johannes Kepler University of Linz

    Linz, Austria

    4 h-index

    16 publications

    439 citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    12 publications

    560 citations

  4. Stanford University

    Stanford, United States

    4 h-index

    11 publications

    326 citations

  5. IBM (United States)

    Armonk, United States

    3 h-index

    10 publications

    754 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    8 publications

    444 citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    3 h-index

    7 publications

    1.4K citations

  8. KU Leuven

    Leuven, Belgium

    3 h-index

    10 publications

    1.3K citations

1–8 of 343

Venues

  1. IEEE Access

    10 publications · 767 citations

    10

    h-index

  2. arXiv (Cornell University)

    Repository · 8 publications · 536 citations

    8

    h-index

  3. IEEE Transactions on Software Engineering

    TSE · 3 publications · 173 citations

    3

    h-index

  4. PLoS ONE

    3 publications · 552 citations

    3

    h-index

  5. Information and Software Technology

    2 publications · 101 citations

    2

    h-index

1–5