Minimization Algorithms for Functions with Random Noise

摘要

Many physical systems are functions of multiple factors too complex to model explicitly. As a result, the functional model relating factors to a particular attribute includes a random term for unmodeled effects. We examine the effectiveness of four optimization strategies for this problem class, using Monte Carlo techniques.