Romanuke, V. 2025. SINGULAR VALUE VERSUS EIGENVALUE DECOMPOSITION EFFICIENCY IN COMPUTING PRINCIPAL COMPONENTS FOR DIMENSIONALITY REDUCTION OF LARGE DATASETS. Scientific Journal of Gdynia Maritime University. 134 (Jun. 2025), 56–70. DOI:https://doi.org/10.26408/134.04.