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Design and Modeling for Computer Experiments
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Emphasizing a practical approach, Design and Modeling for Computer Experiments provides useful techniques for statisticians, engineers, and scientists to apply the methodologies presented. The book introduces basic concepts of design as well as the concept of Latin hypercube sampling and its modifications. It covers uniform design, measures of uniformity, and their algebraic equations and provides various stochastic optimization techniques along with popular algorithms such as simulated annealing, stochastic evolutionary, and threshold acceptance. The text also discusses special techniques for model interpretation, including generalized ANOVA and the Fourier Amplitude Sensitivity Test.
Subject categories
- Academic > Mathematics > General > Mathematics
- Academic > Computer Science > Computer science
- Academic > Computer Science > Electronic data processing
- Academic > Computer Science > Computers - special aspects
- Academic > Computer Science > System design; Periodicals
- Academic > Computer Science > Digital computer simulation
- Academic > Mathematics > Instruments and machines
- Academic > Mathematics > Geometry. Trigonometry.Topology
- Computers > Computer Architecture
ISBNs
1420034898
9781420034899
9781584885467