Concepedia

Feature Synthesis

Feature Synthesis is a domain-specific feature construction technique that systematically generates new features by combining, transforming, or deriving existing ones through principled operations to enhance representational power in machine learning models.

105

Publications

34.4K

Citations

296

Authors

131

Institutions

Publications per year

2017–2026

49

Parents

Publications

105

A Computational Approach to Edge Detection

John Canny · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1986 · 29.1K citations

, , +16

Deep feature synthesis: Towards automating data science endeavors

James Max Kanter, Kalyan Veeramachaneni · 2015 · 416 citations

, , +14

A conceptual basis for feature engineering

Carlton Reid Turner, Alfonso Fuggetta, Luigi Lavazza et al. · Journal of Systems and Software · 1999 · 281 citations

, , +12

Coupled Dictionary and Feature Space Learning with Applications to Cross-Domain Image Synthesis and Recognition

De-An Huang, Yu-Chiang Frank Wang · 2013 · 180 citations

, , +16

An empirical analysis of feature engineering for predictive modeling

2016 · 178 citations · Full text

, , +14

1–5 of 105

Authors

296

  1. BB
    Bir Bhanu

    University of California, Riverside, United States

    4 publications · 313 citations

    4

    h-index

  2. DL
    Dan Levi

    General Motors (United States), United States

    3 publications · 100 citations

    3

    h-index

  3. MA
    Mathieu Acher

    Université de Rennes, France

    3 publications · 120 citations

    3

    h-index

  4. DB
    Don Batory

    The University of Texas at Austin, United States

    3 publications · 260 citations

    3

    h-index

  5. SS
    Shai Silberstein

    General Electric (Israel), Israel

    3 publications · 100 citations

    3

    h-index

1–5 of 296

Institutions

131

  1. University of California, Riverside

    Riverside, United States

    4 h-index

    6 publications

    487 citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    3 h-index

    11 publications

    684 citations

  3. The University of Texas at Austin

    Austin, United States

    3 h-index

    4 publications

    342 citations

  4. Inception Institute of Artificial Intelligence

    Abu Dhabi, United Arab Emirates

    3 h-index

    8 publications

    408 citations

  5. Peking University

    Beijing, China

    3 h-index

    4 publications

    190 citations

  6. Université de Rennes

    Rennes, France

    3 h-index

    8 publications

    320 citations

  7. Victoria University of Wellington

    Wellington, New Zealand

    3 h-index

    10 publications

    169 citations

  8. King Saud University

    Riyadh, Saudi Arabia

    2 h-index

    4 publications

    440 citations

1–8 of 131

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 233 citations

    7

    h-index

  2. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 5 publications · 29.4K citations

    5

    h-index

  3. The Journal of Chemical Physics

    2 publications · 123 citations

    2

    h-index

  4. Neural Computing and Applications

    2 publications · 35 citations

    2

    h-index

  5. Expert Systems with Applications

    2 publications · 61 citations

    2

    h-index

1–5