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Linear algebra, signal processing, and wavelets: a unified approach : MATLAB version

This book offers a user friendly, hands-on, and systematic introduction to applied and computational harmonic analysis: to Fourier analysis, signal processing and wavelets; and to their interplay and applications. The approach is novel, and the book can be used in undergraduate courses, for example,...

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Detalles Bibliográficos
Autor principal: Ryan, Øyvind
Lenguaje:eng
Publicado: Springer 2019
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-01812-2
http://cds.cern.ch/record/2670573
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author Ryan, Øyvind
author_facet Ryan, Øyvind
author_sort Ryan, Øyvind
collection CERN
description This book offers a user friendly, hands-on, and systematic introduction to applied and computational harmonic analysis: to Fourier analysis, signal processing and wavelets; and to their interplay and applications. The approach is novel, and the book can be used in undergraduate courses, for example, following a first course in linear algebra, but is also suitable for use in graduate level courses. The book will benefit anyone with a basic background in linear algebra. It defines fundamental concepts in signal processing and wavelet theory, assuming only a familiarity with elementary linear algebra. No background in signal processing is needed. Additionally, the book demonstrates in detail why linear algebra is often the best way to go. Those with only a signal processing background are also introduced to the world of linear algebra, although a full course is recommended. The book comes in two versions: one based on MATLAB, and one on Python, demonstrating the feasibility and applications of both approaches. Most of the MATLAB code is available interactively. The applications mainly involve sound and images. The book also includes a rich set of exercises, many of which are of a computational nature.
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spelling cern-26705732021-04-21T18:26:47Zdoi:10.1007/978-3-030-01812-2http://cds.cern.ch/record/2670573engRyan, ØyvindLinear algebra, signal processing, and wavelets: a unified approach : MATLAB versionMathematical Physics and MathematicsThis book offers a user friendly, hands-on, and systematic introduction to applied and computational harmonic analysis: to Fourier analysis, signal processing and wavelets; and to their interplay and applications. The approach is novel, and the book can be used in undergraduate courses, for example, following a first course in linear algebra, but is also suitable for use in graduate level courses. The book will benefit anyone with a basic background in linear algebra. It defines fundamental concepts in signal processing and wavelet theory, assuming only a familiarity with elementary linear algebra. No background in signal processing is needed. Additionally, the book demonstrates in detail why linear algebra is often the best way to go. Those with only a signal processing background are also introduced to the world of linear algebra, although a full course is recommended. The book comes in two versions: one based on MATLAB, and one on Python, demonstrating the feasibility and applications of both approaches. Most of the MATLAB code is available interactively. The applications mainly involve sound and images. The book also includes a rich set of exercises, many of which are of a computational nature.Springeroai:cds.cern.ch:26705732019
spellingShingle Mathematical Physics and Mathematics
Ryan, Øyvind
Linear algebra, signal processing, and wavelets: a unified approach : MATLAB version
title Linear algebra, signal processing, and wavelets: a unified approach : MATLAB version
title_full Linear algebra, signal processing, and wavelets: a unified approach : MATLAB version
title_fullStr Linear algebra, signal processing, and wavelets: a unified approach : MATLAB version
title_full_unstemmed Linear algebra, signal processing, and wavelets: a unified approach : MATLAB version
title_short Linear algebra, signal processing, and wavelets: a unified approach : MATLAB version
title_sort linear algebra, signal processing, and wavelets: a unified approach : matlab version
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-030-01812-2
http://cds.cern.ch/record/2670573
work_keys_str_mv AT ryanøyvind linearalgebrasignalprocessingandwaveletsaunifiedapproachmatlabversion