The development of new efficient algorithms for quantification and optimization of the reliability of complex multi-component systems. Application of advanced statistical methods (analysis of the main components, correlation analysis, logistics regression, propensity score, machine learning, etc.) for solving real tasks in the field of medicine. Biomedicine data analysis. Partial DR solution with uncertainty, Bayes' approach for inverse tasks, MCMC.