Research interests

My main research interests are:

  • Statistical and predictive modeling
  • Design of experiments
  • Data mining: supervised feature extraction
  • Machine learning: stochastic gradient descent, Hamiltonian Monte Carlo, Kernel methods
  • Dynamical systems: chaotic advection, control
  • Stability theory: stability of relative equilibria
  • Fluid dynamics: vorticity evolution, point vortex evolution
  • Geometric mechanics: Hamiltonian dynamical systems with symmetries, variational integrators
  • Numerical methods based on moment expansions: hermitian expansion of 2D vorticity field
  • Singular solutions of partial differential equations: justification of models of point vortices on a sphere
  • Particle interaction problems: distributions of particles with logarithmic potential

 

Publications

My publications:

 

KNU PhD Thesis

In Fall 2010 I have successfully defended my first Ph.D. thesis. The work was written in Kiev university under the supervision of Prof. Vyacheslav Meleshko. In my dissertation, I've studied stability of configurations of 3 and 4 point vortices on a sphere. The main new result there is a condition for the stability of tetrahedral configuration on a sphere. The Ukrainian version of the thesis can be found here.

 

USC PhD Thesis

In Spring 2013 I have successfully defended my second Ph.D. thesis. The work was written in the University of Southern California under the supervision of Prof. Paul Newton. In the thesis, I've studied stability of symmetric configurations of point vortices on a sphere. Also, I've investigated stationary equilibria of point singularities in a plane and studied their stability. The thesis can be found at here.