Structure Selection of Stochastic Dynamic Systems

A review of structure selection of stochastic dynamic systems using information criteria AIC BIC, and stochastic complexity. It is intended to assist in the application of automated methods of model structure selection in control engineering, in time series analysis or in signal processing.

This book gives a reliable review on structure selection of stochastic dynamic systems using information criteria AIC, BIC, o and stochastic complexity. After theoretical investigations many simulations are estimators, which illustrate both the effectiveness and the limitations of these methods. The reader can gain his or her own experience on the"working" of many methods (associated with different parameter estimators) using the demonstration disk which can be run on most IBM-compatible personal computers. The book will be helpful to anybody interested in applying automated methods of model-structure selection inn control engineering, in time series analysis or in signal processing.

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