Linear Algebra, Signal Processing, and Wavelets - A Unified Approach: MATLAB Version (Springer Undergraduate Texts in Mathematics and Technology)
暫譯: 線性代數、信號處理與小波 - 統一方法:MATLAB 版本 (施普林格本科數學與技術系列)

Øyvind Ryan

  • 出版商: Springer
  • 出版日期: 2019-03-13
  • 售價: $3,370
  • 貴賓價: 9.5$3,202
  • 語言: 英文
  • 頁數: 360
  • 裝訂: Hardcover
  • ISBN: 3030018113
  • ISBN-13: 9783030018115
  • 相關分類: Matlab線性代數 Linear-algebra
  • 海外代購書籍(需單獨結帳)

商品描述

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.


商品描述(中文翻譯)

這本書提供了一個使用者友好、實作導向且系統性的應用與計算諧波分析介紹:包括傅立葉分析、信號處理和小波分析,以及它們之間的相互作用和應用。這種方法是新穎的,該書可用於本科課程,例如在學習完線性代數的第一門課程後,但也適合用於研究生課程。這本書將使任何具備基本線性代數背景的人受益。它定義了信號處理和小波理論中的基本概念,只需對初等線性代數有一定的熟悉度。無需具備信號處理的背景。此外,這本書詳細說明了為什麼線性代數通常是最佳的解決方案。僅具信號處理背景的人也會被引入線性代數的世界,儘管建議修讀完整的課程。

這本書有兩個版本:一個基於 MATLAB,另一個基於 Python,展示了這兩種方法的可行性和應用。大部分的 MATLAB 代碼可以互動式使用。應用主要涉及聲音和圖像。這本書還包含了一組豐富的練習題,其中許多具有計算性質。