Wei Ji Ma

Practical Bayesian Optimization for Model Fitting with Bayesian Adaptive Direct Search

Computational models in fields such as computational neuroscience are often evaluated via stochastic simulation or numerical approximation. Fitting these models implies a difficult optimization problem over complex, possibly noisy parameter landscapes. Bayesian optimization (BO) has been successful…