Added CMA-ES Optimization strategy
Covariance Matrix Adaptation Evolution Strategy (CMA-ES) optimization added. It was suggested by @karnet . As the name suggests its an evolutionary search algorithm.
I also fixed some bugs on the way.
- in dual annealing function the negativ score was return instead of just the score
- in basinhopping function the worst score (from different lhs samples) and parameter set was kept
Additionally, I renamed ..._n_lhs parameters for consistency. I also added the new strategy in the exmaple script. Unfortunately it prints out a lot of stuff on the way and I don't no how to suppress this.