Global Optimization

  • Black-Box optimization
  • Evolutionary optimization
  • Continuous optimization
  • Combinatorial optimization

Decisions Making under uncertainty

  • Reinforcement learning
  • Monte-Carlo Tree Search
  • Nested Monte-Carlo Search
  • Nested Rollout Policy Adaptation

Applications

  • Computer games (Go, Havannah, Hex, Breakthrough, Chess ..)
  • Partial information
  • Traveling Salesman Problem with Times Windows
  • Real-world applications