Surrogates Gaussian Process Modeling Design And Optimization For The Appli - Robert B. Gramacy

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Surrogates Gaussian Process Modeling Design And Optimization For The Appli - Robert B. Gramacy

Surrogates Gaussian Process Modeling Design And Optimization For The Appli - Robert B. Gramacy

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Surrogates Gaussian Process Modeling Design And Optimization For The Appli - Robert B. Gramacy

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$89.00

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$89.00

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Description

Surrogates Gaussian Process Modeling Design And Optimization For The Appli - Robert B. Gramacy

Surrogates: A Graduate Textbook, Or Professional Handbook, On Topics At The Interface Between Machine Learning, Spatial Statistics, Computer Simulation, Meta-modeling (i.e., Emulation), Design Of Experiments, And Optimization. Experimentation Through Simulation, Human Out-of-the-loop Statistical Support (focusing On The Science), Management Of Dynamic Processes, Online And Real-time Analysis, Automation, And Practical Application Are At The Forefront. Topics Include:gaussian Process (gp) Regression For Flexible Nonparametric And Nonlinear Modeling.applications To Uncertainty Quantification, Sensitivity Analysis, Calibration Of Computer Models To Field Data, Sequential Designactive Learning And (blackboxbayesian) Optimization Under Uncertainty.
  • Brand: Unbranded
  • Category: Science, Medicine & Nature
  • Format: Paperback
  • Language: English
  • Publisher / Label: Taylor & Francis Ltd
  • Author: Robert B. Gramacy
  • Number of Pages: 560
  • Fruugo ID: 297212816-664961351
  • ISBN: 9781032242552

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