Author

J. Pospíchal

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Open access Aug 2026

Random Forest-Based Network Intrusion Detection with Feature Selection and Class Balancing on UNSW-NB15 Traffic

Machine-learning intrusion detection is challenged by attacks resembling legitimate traffic and by class imbalance. This study evaluates Random Forest detection on the UNSW-NB15 dataset for five binary attack-versus-normal tasks: DoS, Exploit, Backdoor, Analysis, and Reconnaissance. Categorical attributes were label-en...

J. Pospíchal, A. Augustín, L. Huraj et al. · Information · 0 citations

Open access Aug 2026

Mathematical Model to Assess Mutational Burden in Retinal Dystrophy Patients Negative to Mendelian Genetic Tests and Carriers of Multiple Recessive Variants

Purpose: Despite advancements in genetic testing, a significant number of patients with retinal dystrophy receive negative test results due to single-allele mutations in genes with autosomal recessive inheritance patterns. This study aimed to address this diagnostic challenge by proposing a preliminary mathematical mod...

M. Medori, A. Macchia, P. Maltese et al. · Journal of Ophthalmic & Visi... · 0 citations