Surrogates

Gaussian Process Modeling, Design, and Optimization for the Applied Sciences

af Robert B. Gramacy

Surrogates is a graduate textbook, on topics at the interface between machine learning,spatial statistics,computer simulation,meta-modeling,design of experiments,and optimization. Experimentation through simulation,management of dynamic processes,online and real-time analysis,automation and practical application are at the forefront.