Concepedia

Light Gradient Boosting Machine

Light Gradient Boosting Machine is an ensemble learning method that distinguishes itself through a histogram-based gradient boosting framework optimized for efficiency and scalability by leveraging leaf-wise tree growth and effective memory usage.

633

Publications

40.9K

Citations

3.1K

Authors

1.2K

Institutions

Publications per year

2017–2026

633

Parents

Publications

633

LightGBM: A Highly Efficient Gradient Boosting Decision Tree

Guolin Ke, Qi Meng, Thomas Finley et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2017 · 9.5K citations · Full text

, , +16

A Survey of Ensemble Learning: Concepts, Algorithms, Applications, and Prospects

Ibomoiye Domor Mienye, Yanxia Sun · IEEE Access · 2022 · 1.2K citations · Full text

, , +17

Predicting Hard Rock Pillar Stability Using GBDT, XGBoost, and LightGBM Algorithms

Weizhang Liang, Suizhi Luo, Guoyan Zhao et al. · Mathematics · 2020 · 483 citations · Full text

, , +14

A novel approach to explain the black-box nature of machine learning in compressive strength predictions of concrete using Shapley additive explanations (SHAP)

I.U. Ekanayake, D.P.P. Meddage, Upaka Rathnayake · Case Studies in Construction Materials · 2022 · 464 citations · Full text

, , +17

Light Gradient Boosting Machine: An efficient soft computing model for estimating daily reference evapotranspiration with local and external meteorological data

Junliang Fan, Xin Ma, Lifeng Wu et al. · Agricultural Water Management · 2019 · 438 citations

, , +12

1–5 of 633

Authors

3.1K

  1. SM
    Seyed Matin Malakouti

    University of Tabriz, Iran

    8 publications · 485 citations

    8

    h-index

  2. CÇ
    Celal Çakıroğlu

    Türkisch-Deutsche Universität, Türkiye

    6 publications · 180 citations

    6

    h-index

  3. AH
    Abdolhossein Hemmati‐Sarapardeh

    Shahid Bahonar University of Kerman, Iran

    6 publications · 315 citations

    6

    h-index

  4. GB
    Gebrai̇l Bekdaş

    Istanbul University-Cerrahpaşa, Türkiye

    6 publications · 180 citations

    6

    h-index

  5. ZW
    Zong Woo Geem

    Gachon University, South Korea

    6 publications · 180 citations

    6

    h-index

1–5 of 3.1K

Institutions

1.2K

  1. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    64 publications

    11.6K citations

  2. Sichuan University

    Chengdu, China

    12 h-index

    42 publications

    1.6K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    12 h-index

    36 publications

    1.2K citations

  4. Tongji University

    Shanghai, China

    11 h-index

    29 publications

    1.4K citations

  5. King Saud University

    Riyadh, Saudi Arabia

    10 h-index

    16 publications

    508 citations

  6. Amirkabir University of Technology

    Tehran, Iran

    9 h-index

    15 publications

    892 citations

  7. Sun Yat-sen University

    Guangzhou, China

    9 h-index

    25 publications

    799 citations

  8. Wuhan University

    Wuhan, China

    8 h-index

    22 publications

    1.1K citations

1–8 of 1.2K

Venues

  1. Scientific Reports

    32 publications · 1.6K citations

    26

    h-index

  2. Remote Sensing

    28 publications · 1.3K citations

    23

    h-index

  3. IEEE Access

    23 publications · 2.9K citations

    22

    h-index

  4. Sustainability

    14 publications · 459 citations

    13

    h-index

  5. Sensors

    11 publications · 393 citations

    10

    h-index

1–5