Vladimir Makarenkov

Impact of dimensionality reduction on machine learning-based crop health prediction

Abstract Accurately predicting fungal disease dynamics poses a major challenge for data-driven sustainable agriculture. This study evaluates the impact of dimensionality reduction (DR) on the predictive performance of classical machine learning (ML) and deep learning (DL) models...