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

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第一作者： Rania A,Ahmed

第一单位： Climate Change Information Center and Renewable Energy and Expert System, Agricultural Research Center (ARC), Giza, Egypt. rania_abdelmordy@el-eng.menofia.edu.eg.;Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf, 32952, Egypt. rania_abdelmordy@el-eng.menofia.edu.eg.

作者： Rania A,Ahmed ^[1] ; Walid,El-Shafai ^[2] ; Zeinab A,Ahmed ^[3] ; El-Sayed M,El-Rabaie ^[4] ; Fathi E Abd,El-Samie ^[5]

作者单位： Climate Change Information Center and Renewable Energy and Expert System, Agricultural Research Center (ARC), Giza, Egypt. rania_abdelmordy@el-eng.menofia.edu.eg.;Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf, 32952, Egypt. rania_abdelmordy@el-eng.menofia.edu.eg. ^[1] Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf, 32952, Egypt.;Automated Systems and Computing Lab (ASCL), Department of Computer Science, Prince Sultan University, 11586, Riyadh, Saudi Arabia. ^[2] Climate Change Information Center and Renewable Energy and Expert System, Agricultural Research Center (ARC), Giza, Egypt. ^[3] Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf, 32952, Egypt. ^[4] Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf, 32952, Egypt.;Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, 11671, Riyadh, Saudi Arabia. ^[5]

关键词 Bagging Boosting Crop recommendation system Ensemble classifier ML Stacking

DOI 10.1038/s41598-025-09640-5

PMID 41360827

发布时间 2025-12-12

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