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Learning and Design with Mixtures: Examples
Bayesian Decision Making: Advanced Level
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Learning and Design with Mixtures: Examples Implemented in Mixtools
Learning with Normal Mixtures
Mixture initialization
Example: Static mixture initialization (banana shape)
Mixture estimation
Example: Quasi-bayes mixture estimation
Prediction with mixtures
Example: Prediction with mixture of two dynamic SISO components
Model validation
Example: Static model validation via simulation
Stopping rules in learning
Example: Stopping rules in mixture estimation
Design with Normal Mixtures
Academic design
Example: Academic design with static mixtures
Industrial and simultaneous design
Example: Industrial design with dynamic mixtures
Example: Simultaneous design with dynamic mixtures
Fully Probabilistic Control Design: Examples implemented in Mixtools3000
Problem formulation
Solution
Example: Controlled ARX model
Bibliography
Evgenia Suzdaleva 2006-04-10
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