Concepedia

Machine Learning Feature Engineering

Machine Learning Feature Engineering is a methodological process in which domain-specific transformations are applied to raw data to construct informative and non-redundant features that enhance the performance of machine learning models in predicting phenotypic outcomes.

305

Publications

16.1K

Citations

1.5K

Authors

703

Institutions

Publications per year

2017–2026

259

Parents

Publications

305

Machine Learning: New Ideas and Tools in Environmental Science and Engineering

Shifa Zhong, Kai Zhang, Majid Bagheri et al. · Environmental Science & Technology · 2021 · 922 citations · Full text

, , +9

Deep learning-based feature engineering for stock price movement prediction

Wen Long, Zhichen Lu, Ling-Xiao Cui · Knowledge-Based Systems · 2018 · 479 citations

, , +14

Deep feature synthesis: Towards automating data science endeavors

James Max Kanter, Kalyan Veeramachaneni · 2015 · 416 citations

, , +14

Feature Engineering and Selection: A Practical Approach for Predictive Models

Brandon Butcher · The American Statistician · 2020 · 321 citations

, , +17

Deep learning-based feature engineering methods for improved building energy prediction

Cheng Fan, Yongjun Sun, Yang Zhao et al. · Applied Energy · 2019 · 291 citations

, , +14

1–5 of 305

Authors

1.5K

  1. BM
    Balachandran Manavalan

    Ajou University, South Korea

    3 publications · 428 citations

    3

    h-index

  2. QZ
    Quan Zou

    University of Electronic Science and Technology of China, China

    3 publications · 199 citations

    3

    h-index

  3. KM
    Kashif Munir

    Khwaja Fareed University of Engineering and Information Technology, Pakistan

    3 publications · 289 citations

    3

    h-index

  4. MS
    Md. Shahriare Satu

    Noakhali Science and Technology University, Bangladesh

    3 publications · 290 citations

    3

    h-index

  5. AR
    Ali Raza

    Khwaja Fareed University of Engineering and Information Technology, Pakistan

    3 publications · 289 citations

    3

    h-index

1–5 of 1.5K

Institutions

703

  1. University of Electronic Science and Technology of China

    Chengdu, China

    5 h-index

    9 publications

    605 citations

  2. Vellore Institute of Technology University

    Vellore, India

    4 h-index

    9 publications

    628 citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    11 publications

    708 citations

  4. University of Toronto

    Toronto, Canada

    4 h-index

    7 publications

    622 citations

  5. Texas A&M University

    College Station, United States

    4 h-index

    11 publications

    1.8K citations

  6. Zhejiang University

    Hangzhou, China

    4 h-index

    20 publications

    1.1K citations

  7. Chandigarh University

    Mohali, India

    3 h-index

    11 publications

    262 citations

  8. Prince Sattam Bin Abdulaziz University

    Al Kharj, Saudi Arabia

    3 h-index

    3 publications

    89 citations

1–8 of 703

Venues

  1. Scientific Reports

    12 publications · 481 citations

    12

    h-index

  2. PLoS ONE

    11 publications · 347 citations

    11

    h-index

  3. IEEE Access

    10 publications · 815 citations

    10

    h-index

  4. Briefings in Bioinformatics

    7 publications · 448 citations

    7

    h-index

  5. 6

    h-index

1–5