Advanced machine learning for regional potato yield prediction: analysis of essential drivers

Abstract Localized yield prediction is critical for farmers and policymakers, supporting sustainability, food security, and climate change adaptation. This research evaluates machine learning models, including Random Forest and Gradient Boosting, for predicting crop yields. These models can be adapt...

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Bibliographic Details
Main Authors: Dania Tamayo-Vera, Morteza Mesbah, Yinsuo Zhang, Xiuquan Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:npj Sustainable Agriculture
Online Access:https://doi.org/10.1038/s44264-025-00052-6
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