Design and Analysis of Simulation Experiments by Jack P.C. Kleijnen.

This is an advanced expository book on statistical methods for the Design and Analysis of Simulation Experiments (DASE). Though the book focuses on DASE for discrete-event simulation (such as queuing and inventory simulations), it also discusses DASE for deterministic simulation (such as engineering...

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Bibliographic Details
Main Author: Kleijnen, Jack P.C (Author)
Corporate Author: SpringerLink (Online service)
Format: eBook
Language:English
Published: New York, NY : Springer US : Imprint: Springer, 2008.
Edition:1st ed. 2008.
Series:International Series in Operations Research & Management Science, 111
Springer eBook Collection.
Subjects:
Online Access:Click to view e-book
Holy Cross Note:Loaded electronically.
Electronic access restricted to members of the Holy Cross Community.
Table of Contents:
  • Preface
  • Introduction
  • Black Box Metamodels
  • Low-Order Polynomial Regression
  • Metamodels and Designs: A Single Factor
  • Low-Order Polynomial Models and Designs: Multiple Factors
  • Low-Order Polynomial Models and Screening Designs: Hundreds of Factors
  • Kriging Metamodels
  • Latin Hypercube Sampling (LHS) and other Space-Filling Designs
  • Cross-Validation of Metamodels
  • Conclusions and Further Research.