Statistical signal processing : frequency estimation / Swagata Nandi, Debasis Kundu.
Nandi, Swagata, author.; Kundu, Debasis, author.
2020
TK5102.9 .K838 2020
Available Online

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Title Statistical signal processing : frequency estimation / Swagata Nandi, Debasis Kundu.
Author Nandi, Swagata, author.
Edition Second edition.
ISBN 9789811562808 (electronic book)
9811562806 (electronic book)
9811562792
9789811562792
DOI https://doi.org/10.1007/978-981-15-6
https://doi.org/10.1007/978-981-15-6280-8
Published Singapore : Springer, [2020]
Language English
Description 1 online resource
Item Number 10.1007/978-981-15-6
10.1007/978-981-15-6280-8 doi
Call Number TK5102.9 .K838 2020
Dewey Decimal Classification 621.3822
Summary This book introduces readers to various signal processing models that have been used in analyzing periodic data, and discusses the statistical and computational methods involved. Signal processing can broadly be considered to be the recovery of information from physical observations. The received signals are usually disturbed by thermal, electrical, atmospheric or intentional interferences, and due to their random nature, statistical techniques play an important role in their analysis. Statistics is also used in the formulation of appropriate models to describe the behavior of systems, the development of appropriate techniques for estimation of model parameters and the assessment of the model performances. Analyzing different real-world data sets to illustrate how different models can be used in practice, and highlighting open problems for future research, the book is a valuable resource for senior undergraduate and graduate students specializing in mathematics or statistics.-- Provided by publisher.
Note Debasis Kundu's name appeared first on first edition.
Bibliography, etc. Note Includes bibliographical references and index.
Access Note Access limited to authorized users.
Source of Description Description based on online resource; title from digital title page (viewed on September 22, 2020).
Added Author Kundu, Debasis, author.
Available in Other Form Print version: 9789811562792
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Introduction
Preliminaries
Methods of Estimation
Iterative
Methods of Estimation
Non-iterative
Asymptotic Results (of Sinusoidal model)
Order estimation
Fundamental Frequency Model and its generalization
Data Analysis
Two dimensional and multidimensional models
Chirp Signal Model
Random Amplitudes
Related Models
Appendices.

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