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Influence of sample size and machine learning algorithms on digital soil nutrient mapping accuracy

P. K. Dash,Caner Ferhatoglu,2 Authors,Antaryami Mishra

2025 · DOI: 10.1007/s10661-025-14322-w
Environmental Monitoring & Assessment · 3 Citations

TLDR

The results showed that prediction accuracy and reliability of prediction performance across multiple target variables improved with sample size, however, beyond a certain point, improvement in predictive performance became substantially negligible compared to the efforts in additional sampling.