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Model Identification and Data Analysis 1st Edition

SKU: 9781119546313

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Additional information

Full Title

Model Identification and Data Analysis 1st Edition

Author(s)

Sergio Bittanti

Edition

1st Edition

ISBN

9781119546313, 9781119546368, 9781119546405

Publisher

John Wiley & Sons P&T

Format

PDF and EPUB

Description

This book is about constructing models from experimental data. It covers a range of topics, from statistical data prediction to Kalman filtering, from black-box model identification to parameter estimation, from spectral analysis to predictive control. Written for graduate students, this textbook offers an approach that has proven successful throughout the many years during which its author has taught these topics at his University. The book: Contains accessible methods explained step-by-step in simple terms Offers an essential tool useful in a variety of fields, especially engineering, statistics, and mathematics Includes an overview on random variables and stationary processes, as well as an introduction to discrete time models and matrix analysis Incorporates historical commentaries to put into perspective the developments that have brought the discipline to its current state Provides many examples and solved problems to complement the presentation and facilitate comprehension of the techniques presented