Concepedia

Symbolic Feature Engineering

Symbolic Feature Engineering is a methodological contribution in machine learning that, as a form of feature engineering, specifically involves the systematic derivation of new features through symbolic manipulation of polynomial and interaction terms to enhance model expressiveness and interpretability.

37

Publications

2.4K

Citations

105

Authors

59

Institutions

Publications per year

2017–2026

14

Parents

Publications

37

A Weighted Nearest Neighbor Algorithm for Learning with Symbolic Features

Scott Cost, Steven L. Salzberg · Machine Learning · 1993 · 663 citations · Full text

, , +13

A weighted nearest neighbor algorithm for learning with symbolic features

Scott Cost, Steven L. Salzberg · Machine Learning · 1993 · 371 citations · Full text

, , +13

A Filter Approach to Multiple Feature Construction for Symbolic Learning Classifiers Using Genetic Programming

Kourosh Neshatian, Mengjie Zhang, Peter Andreae · IEEE Transactions on Evolutionary Computation · 2012 · 202 citations

, , +15

Kolmogorov-Arnold Networks Meet Science

Physical Review X · 2025 · 145 citations · Full text

, , +15

Machine learning models for mathematical symbol recognition: A stem to stern literature analysis

Vinay Kukreja, Sakshi Sakshi · Multimedia Tools and Applications · 2022 · 114 citations

, , +16

1–5 of 37

Authors

105

  1. DS
    D. S. Guru

    University of Mysore, India

    4 publications · 69 citations

    4

    h-index

  2. HP
    H.N. Prakash

    University of Mysore, India

    3 publications · 59 citations

    3

    h-index

  3. RM
    Renata M.C.R. de Souza

    Universidade Federal de Pernambuco, Brazil

    2 publications · 127 citations

    2

    h-index

  4. EM
    Eric‐Jan Manders

    Vanderbilt University, United States

    2 publications · 52 citations

    2

    h-index

  5. XJ
    Xin Jin

    National Laboratory of the Rockies, United States

    2 publications · 67 citations

    2

    h-index

1–5 of 105

Institutions

59

  1. University of Mysore

    Mysuru, India

    4 h-index

    8 publications

    112 citations

  2. Universidade Federal de Pernambuco

    Recife, Brazil

    2 h-index

    5 publications

    334 citations

  3. Johns Hopkins University

    Baltimore, United States

    2 h-index

    4 publications

    2.1K citations

  4. Pennsylvania State University

    State College, United States

    2 h-index

    10 publications

    335 citations

  5. Johannes Gutenberg University Mainz

    Mainz, Germany

    1 h-index

    1 publications

    15 citations

  6. Osnabrück University

    Osnabrück, Germany

    1 h-index

    1 publications

    45 citations

  7. Delft University of Technology

    Delft, The Netherlands

    1 h-index

    1 publications

    32 citations

  8. Euskadiko Parke Teknologikoa

    Derio, Spain

    1 h-index

    1 publications

    33 citations

1–8 of 59

Venues

  1. Expert Systems with Applications

    3 publications · 135 citations

    3

    h-index

  2. Knowledge-Based Systems

    2 publications · 51 citations

    2

    h-index

  3. Pattern Recognition Letters

    2 publications · 97 citations

    2

    h-index

  4. Machine Learning

    2 publications · 1K citations

    2

    h-index

  5. Multimedia Tools and Applications

    1 publications · 114 citations

    1

    h-index

1–5