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Classification, Parameter Estimation, and State Estimation An Engineering Approach Using MATLAB


Classification, Parameter Estimation, and State Estimation An Engineering Approach Using MATLAB

Название: Classification, Parameter Estimation, and State Estimation An Engineering Approach Using MATLAB
Автор: Ferdinand van der Heijden , Robert Duin , Dick de Ridder
Издательство: Wiley
Год: 2004
Страниц: 440
Формат: pdf
Размер: 5.94 Mb
Язык: English

Аннотация.
Classification, Parameter Estimation and State Estimation is a practical guide for data analysts and designers of measurement systems and postgraduates students that are interested in advanced measurement systems using MATLAB. 'Prtools' is a powerful MATLAB toolbox for pattern recognition and is written and owned by one of the co-authors, B. Duin of the Delft University of Technology.
After an introductory chapter, the book provides the theoretical construction for classification, estimation and state estimation. The book also deals with the skills required to bring the theoretical concepts to practical systems, and how to evaluate these systems. Together with the many examples in the chapters, the book is accompanied by a MATLAB toolbox for pattern recognition and classification. The appendix provides the necessary documentation for this toolbox as well as an overview of the most useful functions from these toolboxes. With its integrated and unified approach to classification, parameter estimation and state estimation, this book is a suitable practical supplement in existing university courses in pattern classification, optimal estimation and data analysis.




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