High-precision crop recommendation system with stacking ensemble classifiers for optimizing agricultural productivity

Abstract Crop productivity is crucial for farmers and economy worldwide. Factors such as fertilization, weather, and climate have a significant impact on yields. To improve crop productivity, a crop recommendation system is introduced in this paper. It provides data-driven advice on the best crops t...

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Autori principali:	Rania A. Ahmed, Walid El-Shafai, Zeinab A. Ahmed, El-Sayed M. El-Rabaie, Fathi E. Abd El-Samie
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Nature Portfolio 2025-12-01
Serie:	Scientific Reports
Soggetti:	Ensemble classifier Crop recommendation system ML Bagging Boosting Stacking
Accesso online:	https://doi.org/10.1038/s41598-025-09640-5
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