Concepedia

Machine Learning Estimation

Machine Learning Estimation is a computational methodology within remote sensing and vegetation modeling that employs algorithms capable of learning patterns from empirical data to predict Leaf Area Index, distinguished from traditional statistical or physical inversion techniques by its reliance on data-driven, non-parametric models that improve through experience without explicit programming for specific biophysical assumptions.

576

Publications

30.4K

Citations

2.7K

Authors

1.1K

Institutions

Publications per year

2017–2026

505

Parents

Publications

576

Machine Learning Methods That Economists Should Know About

Susan Athey, Guido W. Imbens · Annual Review of Economics · 2019 · 1K citations

, , +15

Estimating PM<sub>2.5</sub> Concentrations in the Conterminous United States Using the Random Forest Approach

Xuefei Hu, Jessica H. Belle, Xia Meng et al. · Environmental Science & Technology · 2017 · 631 citations

, , +17

Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3

Jochem Verrelst, Jordi Muñoz, Luis Alonso et al. · Remote Sensing of Environment · 2011 · 528 citations

, , +14

A Survey on Causal Inference

Liuyi Yao, Zhixuan Chu, Sheng Li et al. · ACM Transactions on Knowledge Discovery from Data · 2021 · 443 citations · Full text

, , +11

Autoencoder asset pricing models

Shihao Gu, Bryan Kelly, Dacheng Xiu · Journal of Econometrics · 2020 · 427 citations

, , +16

1–5 of 576

Authors

2.7K

  1. SL
    Shunlin Liang

    University of Maryland, College Park, United States

    6 publications · 471 citations

    6

    h-index

  2. GC
    Gustau Camps‐Valls

    Universitat de València, Spain

    5 publications · 737 citations

    5

    h-index

  3. SK
    Sina Keller

    Karlsruhe Institute of Technology, Germany

    5 publications · 194 citations

    5

    h-index

  4. KJ
    Kun Jia

    State Key Laboratory of Remote Sensing Science, China

    5 publications · 182 citations

    5

    h-index

  5. YY
    Yunjun Yao

    Beijing Normal University, China

    5 publications · 314 citations

    5

    h-index

1–5 of 2.7K

Institutions

1.1K

  1. Chinese Academy of Sciences

    Beijing, China

    23 h-index

    137 publications

    9.9K citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    16 h-index

    50 publications

    3.5K citations

  3. State Key Laboratory of Remote Sensing Science

    Beijing, China

    14 h-index

    72 publications

    2.7K citations

  4. Beijing Normal University

    Beijing, China

    14 h-index

    76 publications

    5.7K citations

  5. Wuhan University

    Wuhan, China

    13 h-index

    48 publications

    1.8K citations

  6. Aerospace Information Research Institute

    Beijing, China

    11 h-index

    34 publications

    1.6K citations

  7. University of Maryland, College Park

    College Park, United States

    11 h-index

    18 publications

    894 citations

  8. Zhejiang University

    Hangzhou, China

    9 h-index

    32 publications

    1.7K citations

1–8 of 1.1K

Venues

  1. Remote Sensing

    52 publications · 3K citations

    33

    h-index

  2. Computers and Electronics in Agriculture

    20 publications · 728 citations

    18

    h-index

  3. Water

    13 publications · 557 citations

    13

    h-index

  4. 10

    h-index

  5. Remote Sensing of Environment

    10 publications · 1.9K citations

    10

    h-index

1–5