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Surrogates : Gaussian process modeling, design, and optimization for the applied sciences /

Bibliographic Details
Main Author: Gramacy, Robert B. (Author)
Corporate Author: ProQuest (Firm)
Format: eBook
Language:English
Published: Boca Raton, FL : CRC Press, [2020]
Series:Texts in statistical science.
Subjects:
Gaussian processes > Data processing.
Regression analysis > Mathematical models.
Response surfaces (Statistics)
R (Computer program language)
Computer simulation.
Electronic books.
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Historical perspective
  • Four motivating datasets
  • Steepest ascent and ridge analysis
  • Space-filling design
  • Gaussian process regression
  • Model-based design for GPs
  • Optimization
  • Calibration and sensitivity
  • GP fidelity and scale
  • Heteroskedasticity.