Robert B. Gramacy

Broschiertes Buch

Surrogates

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

Beschreibung

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.

Autor

Robert B. Gramacy is a professor of Statistics in the College of Science at Virginia Tech. Research interests include Bayesian modeling methodology, statistical computing, Monte Carlo inference, nonparametric regression, sequential design, and optimization under uncertainty. Bobby enjoys cycling and ice hockey, and watching his kids grow up too fast.

Produktdetails

• Chapman & Hall/CRC Texts in Statistical Science
• Verlag: Taylor & Francis Ltd
• Seitenzahl: 560
• Erscheinungstermin: 13. Dezember 2021
• Englisch
• Abmessung: 254mm x 178mm x 30mm
• Gewicht: 1134g
• ISBN-13: 9781032242552
• ISBN-10: 1032242558
• Artikelnr.: 62952876