... Department of Computational mathematics and cybernetics , Lomonosov Moscow State University . ... Thesis title "Machine learning approach for automatic performance tuning of parallel program", supervisor Dr. Nina N. Popova. ... High-performance computing, automatic performance tuning, machine learning algorithms, evolutionary and bio-inspired programming, parallel algorithms in VLSI design . ... Algorithms and framework for automatic selection and tuning parameters of parallel sparse linear solvers....