Design and Analysis of Simulation Experiments

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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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Kleijnen, Jack P.C (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: New York, NY : Springer US : Imprint: Springer, 2008.
Edición:1st ed. 2008.
Colección:International Series in Operations Research & Management Science, 111
Temas:
Probabilities.
Statistics .
Mathematical models.
Operations research.
Industrial engineering.
Production engineering.
Engineering design.
Probability Theory.
Statistical Theory and Methods.
Mathematical Modeling and Industrial Mathematics.
Operations Research and Decision Theory.
Industrial and Production Engineering.
Engineering Design.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • 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.

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