Concepedia

Entropy Minimization

Entropy Minimization is a regularization strategy in semi-supervised learning that enforces confident predictions on unlabeled data by reducing the entropy of the model's output probability distribution, thereby promoting low-density separation between classes.

890

Publications

59.9K

Citations

2.3K

Authors

833

Institutions

Publications per year

2017–2026

365

Parents

Publications

890

Semi-supervised learning using Gaussian fields and harmonic functions

Xiaojin Zhu, Zoubin Ghahramani, John Lafferty · 2003 · 3.4K citations

, , +16

Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning

Takeru Miyato, Shin‐ichi Maeda, Masanori Koyama et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2018 · 2.8K citations

, , +15

Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning

Usama M. Fayyad, Keki B. Irani · International Joint Conference on Artificial Intelligence · 1993 · 2.8K citations

, , +12

Sinkhorn Distances: Lightspeed Computation of Optimal Transport

Marco Cuturi · 2013 · 2.2K citations

, , +14

Entropy generation minimization: The new thermodynamics of finite-size devices and finite-time processes

Adrian Bejan · Journal of Applied Physics · 1996 · 1.9K citations · Full text

, , +17

1–5 of 890

Authors

2.3K

  1. MG
    Marc Garland

    Institute of Chemical and Engineering Sciences, Singapore

    31 publications · 1.2K citations

    20

    h-index

  2. LC
    Lingen Chen

    Naval University of Engineering, China

    16 publications · 1.4K citations

    15

    h-index

  3. EW
    Effendi Widjaja

    Institute of Chemical and Engineering Sciences, Singapore

    20 publications · 960 citations

    14

    h-index

  4. TH
    Tasawar Hayat

    Quaid-i-Azam University, Pakistan

    14 publications · 1.2K citations

    13

    h-index

  5. JC
    José C. Prı́ncipe

    University of Florida, United States

    14 publications · 1K citations

    12

    h-index

1–5 of 2.3K

Institutions

833

  1. National University of Singapore

    Singapore, Singapore

    21 h-index

    75 publications

    3.7K citations

  2. Institute of Chemical and Engineering Sciences

    Singapore, Singapore

    16 h-index

    69 publications

    1.5K citations

  3. Tsinghua University

    Beijing, China

    15 h-index

    28 publications

    892 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    14 h-index

    44 publications

    3.6K citations

  5. Naval University of Engineering

    Wuhan, China

    14 h-index

    42 publications

    1.7K citations

  6. Quaid-i-Azam University

    Islamabad, Pakistan

    14 h-index

    44 publications

    4K citations

  7. King Abdulaziz University

    Jeddah, Saudi Arabia

    13 h-index

    34 publications

    2.7K citations

  8. Agency for Science, Technology and Research

    Singapore, Singapore

    13 h-index

    43 publications

    785 citations

1–8 of 833

Venues

  1. arXiv (Cornell University)

    Repository · 76 publications · 3.7K citations

    28

    h-index

  2. Pattern Recognition

    13 publications · 579 citations

    13

    h-index

  3. IEEE Transactions on Signal Processing

    13 publications · 1.7K citations

    13

    h-index

  4. International Journal of Heat and Mass Transfer

    12 publications · 421 citations

    12

    h-index

  5. 11

    h-index

1–5