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

A preliminary mathematical model is proposed that can identify unique digenic or oligogenic combinations of involved genes, suggesting possible new digenic or oligogenic inheritance patterns in patients with retinal dystrophies and previous negative genetic test results.

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