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

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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

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.