Author

P. Kupidura

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Open access Jul 2026

Evaluating machine learning algorithms: The role of sample size and quality

Abstract This study evaluates the performance of selected machine learning methods, Maximum Likelihood (MLC), Random Forest (RF), Extreme Gradient Boosting (XGB), Support Vector Machine (SVM), and Artificial Neural Networks (ANN), for land use/land cover (LULC) classification using Sentinel-2 satellite imagery. Each al...

P. Kupidura, Michał Szkibiel · Reports on Geodesy and Geoin... · 0 citations