Concepedia

Machine Learning Yield Modeling

Machine Learning Yield Modeling is a computational approach within yield estimation that employs machine learning algorithms to predict production outcomes by learning complex patterns from empirical data, distinguishing itself from traditional statistical or rule-based models through its adaptive, data-driven modeling capability.

424

Publications

24.1K

Citations

1.5K

Authors

617

Institutions

Publications per year

2017–2026

351

Parents

Publications

424

Crop yield prediction using machine learning: A systematic literature review

Thomas van Klompenburg, Ayalew Kassahun, Cagatay Catal · Computers and Electronics in Agriculture · 2020 · 1.7K citations · Full text

, , +17

Machine learning methods for crop yield prediction and climate change impact assessment in agriculture

Andrew Crane‐Droesch · Environmental Research Letters · 2018 · 481 citations · Full text

, , +17

Bond Risk Premiums with Machine Learning

Daniele Bianchi, Matthias Büchner, Andrea Tamoni · Review of Financial Studies · 2020 · 411 citations

, , +17

Artificial neural networks for corn and soybean yield prediction

Monisha Kaul, Robert L. Hill, C. L. Walthall · Agricultural Systems · 2004 · 372 citations

, , +11

Integrating Multi-Source Data for Rice Yield Prediction across China using Machine Learning and Deep Learning Approaches

Juan Cao, Zhao Zhang, Fulu Tao et al. · Agricultural and Forest Meteorology · 2020 · 351 citations

, , +17

1–5 of 424

Authors

1.5K

  1. GN
    Gniewko Niedbała

    University of Life Sciences in Poznań, Poland

    5 publications · 355 citations

    6

    h-index

  2. CC
    Chen–Fu Chien

    National Tsing Hua University, Taiwan

    5 publications · 643 citations

    5

    h-index

  3. MP
    Magdalena Piekutowska

    Uniwersytet Pomorski w Słupsku, Poland

    3 publications · 97 citations

    4

    h-index

  4. TC
    Toly Chen

    Feng Chia University, Taiwan

    4 publications · 60 citations

    4

    h-index

  5. RA
    Rubby Aworka

    Université Internationale de Casablanca, Morocco

    3 publications · 294 citations

    3

    h-index

1–5 of 1.5K

Institutions

617

  1. Vellore Institute of Technology University

    Vellore, India

    8 h-index

    19 publications

    1.2K citations

  2. Agricultural Research & Education Organization

    Tehran, Iran

    7 h-index

    9 publications

    737 citations

  3. Wageningen University & Research

    Wageningen, The Netherlands

    7 h-index

    27 publications

    7.4K citations

  4. University of Life Sciences in Poznań

    Poznań, Poland

    6 h-index

    11 publications

    565 citations

  5. National Tsing Hua University

    Hsinchu, Taiwan

    6 h-index

    17 publications

    1.8K citations

  6. Koneru Lakshmaiah Education Foundation

    Vijayawada, India

    5 h-index

    15 publications

    1.6K citations

  7. University of Wisconsin–Madison

    Madison, United States

    5 h-index

    6 publications

    208 citations

  8. University of Tehran

    Tehran, Iran

    5 h-index

    12 publications

    636 citations

1–8 of 617

Venues

  1. Computers and Electronics in Agriculture

    20 publications · 3K citations

    20

    h-index

  2. Agriculture

    9 publications · 728 citations

    10

    h-index

  3. 9

    h-index

  4. IEEE Access

    6 publications · 490 citations

    7

    h-index

  5. Scientific Reports

    5 publications · 178 citations

    6

    h-index

1–5