Concepedia

Classical Machine Learning

Classical Machine Learning is a machine learning paradigm that relies on handcrafted features and traditional statistical models—such as logistic regression, support vector machines, and decision trees—distinguished from deep learning by its independence from deep neural networks and large-scale automatic feature extraction.

728

Publications

41.5K

Citations

2.6K

Authors

1.1K

Institutions

Publications per year

2017–2026

598

Variants

Traditional Machine Learning

Parents

Publications

728

An introduction to quantum machine learning

Contemporary Physics · 2014 · 1.2K citations · Full text

, , +10

Training restricted Boltzmann machines using approximations to the likelihood gradient

Tijmen Tieleman · 2008 · 868 citations

, , +15

A Comparative Study on Machine Learning Algorithms for Smart Manufacturing: Tool Wear Prediction Using Random Forests

Dazhong Wu, Connor Jennings, Janis Terpenny et al. · Journal of Manufacturing Science and Engineering · 2017 · 662 citations · Full text

, , +17

Power of data in quantum machine learning

Nature Communications · 2021 · 654 citations · Full text

, , +15

Deep Learning for Encrypted Traffic Classification: An Overview

Shahbaz Rezaei, Xin Liu · IEEE Communications Magazine · 2019 · 633 citations · Full text

, , +16

1–5 of 728

Authors

2.6K

  1. MS
    Maria Schuld

    University of KwaZulu-Natal, South Africa

    6 publications · 982 citations

    6

    h-index

  2. RV
    R. Vinayakumar

    Amrita Vishwa Vidyapeetham, India

    5 publications · 140 citations

    5

    h-index

  3. EN
    Emile Ndikumana

    Université de Montpellier, France

    4 publications · 477 citations

    4

    h-index

  4. DH
    Dinh Ho Tong Minh

    Territoires, Environnement, Télédétection et Information Spatiale

    4 publications · 477 citations

    4

    h-index

  5. RU
    Rehan Ullah Khan

    Qassim University, Saudi Arabia

    4 publications · 173 citations

    4

    h-index

1–5 of 2.6K

Institutions

1.1K

  1. Cornell University

    Ithaca, United States

    7 h-index

    8 publications

    642 citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    9 publications

    900 citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    7 h-index

    13 publications

    594 citations

  4. University of Ottawa

    Ottawa, Canada

    6 h-index

    9 publications

    276 citations

  5. Université Paris-Saclay

    Gif-sur-Yvette, France

    6 h-index

    22 publications

    1.6K citations

  6. Universidad de Granada

    Granada, Spain

    6 h-index

    15 publications

    840 citations

  7. Zhejiang University

    Hangzhou, China

    6 h-index

    19 publications

    1.7K citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    6 h-index

    13 publications

    893 citations

1–8 of 1.1K

Venues

  1. IEEE Access

    28 publications · 2.4K citations

    23

    h-index

  2. arXiv (Cornell University)

    Repository · 56 publications · 1.6K citations

    22

    h-index

  3. Scientific Reports

    15 publications · 616 citations

    15

    h-index

  4. Sensors

    14 publications · 643 citations

    14

    h-index

  5. Applied Sciences

    14 publications · 574 citations

    12

    h-index

1–5