Toward a Theory of Evolution Strategies: The (, )-Theory

The multimembered evolution strategy (ES) acting on parents and offspring is analyzed for real-valued, N-dimensional parameter spaces (N 30). N-dependent progress rate formulas are derived for (1, ) and (, ) strategies on spherical models. The analytical results obtained are compared with simulation experiments for the (hyper)sphere and the inclined (hyper)plane.