An Image Processing Tour of College Mathematics
暫譯: 大學數學的影像處理之旅
Galperin, Yevgeniy V.
- 出版商: CRC
- 出版日期: 2020-12-31
- 售價: $7,400
- 貴賓價: 9.5 折 $7,030
- 語言: 英文
- 頁數: 336
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367002027
- ISBN-13: 9780367002022
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相關主題
商品描述
An Image Processing Tour of College Mathematics aims to provide meaningful context for reviewing key topics of the college mathematics curriculum, to help students gain confidence in using concepts and techniques of applied mathematics, to increase student awareness of recent developments in mathematical sciences, and to help students prepare for graduate studies.
The topics covered include a library of elementary functions, basic concepts of descriptive statistics, probability distributions of functions of random variables, definitions and concepts behind first- and second-order derivatives, most concepts and techniques of traditional linear algebra courses, an introduction to Fourier analysis, and a variety of discrete wavelet transforms - all of that in the context of digital image processing.
Features
- Pre-calculus material and basic concepts of descriptive statistics are reviewed in the context of image processing in the spatial domain.
- Key concepts of linear algebra are reviewed both in the context of fundamental operations with digital images and in the more advanced context of discrete wavelet transforms.
- Some of the key concepts of probability theory are reviewed in the context of image equalization and histogram matching.
- The convolution operation is introduced painlessly and naturally in the context of na ve filtering for denoising and is subsequently used for edge detection and image restoration.
- An accessible elementary introduction to Fourier analysis is provided in the context of image restoration.
- Discrete wavelet transforms are introduced in the context of image compression, and the readers become more aware of some of the recent developments in applied mathematics.
- This text helps students of mathematics ease their way into mastering the basics of scientific computer programming.
商品描述(中文翻譯)
《大學數學的影像處理之旅》旨在為回顧大學數學課程的關鍵主題提供有意義的背景,幫助學生在應用數學的概念和技術上增強信心,提高學生對數學科學最新發展的認識,並幫助學生為研究生學習做好準備。
所涵蓋的主題包括初等函數的庫、描述性統計的基本概念、隨機變數函數的概率分佈、一階和二階導數的定義及概念、傳統線性代數課程的大多數概念和技術、傅立葉分析的介紹,以及各種離散小波變換——所有這些都在數位影像處理的背景下進行。
特點
- 在空間域的影像處理背景下回顧預備微積分材料和描述性統計的基本概念。
- 在數位影像的基本操作和更高級的離散小波變換背景下回顧線性代數的關鍵概念。
- 在影像均衡化和直方圖匹配的背景下回顧概率論的一些關鍵概念。
- 在去噪的簡單濾波背景下自然且輕鬆地介紹卷積運算,並隨後用於邊緣檢測和影像修復。
- 在影像修復的背景下提供對傅立葉分析的易懂入門。
- 在影像壓縮的背景下介紹離散小波變換,讀者對應用數學的一些最新發展有更深的認識。
- 本書幫助數學學生輕鬆掌握科學計算機程式設計的基礎知識。
作者簡介
Yevgeniy V. Galperin is Associate Professor of Mathematics at East Stroudsburg University of Pennsylvania. He holds a PhD in mathematics and has published several papers in the field of time-frequency analysis and related areas of Fourier analysis. His research and academic interests also include numerical methods, simulation of stochastic processes for real-life applications, and mathematical pedagogy. He has given numerous conference presentations on instructional and course-design approaches directed at increasing student motivation and awareness of societal value of mathematics and on incorporating signal and image processing into the undergraduate mathematics curriculum.
作者簡介(中文翻譯)
葉夫根尼·V·加爾佩林是賓夕法尼亞州東斯特勞茲堡大學的數學副教授。他擁有數學博士學位,並在時間-頻率分析及相關的傅立葉分析領域發表了多篇論文。他的研究和學術興趣還包括數值方法、隨機過程的模擬以應用於現實生活,以及數學教育學。他在多個會議上發表了有關教學和課程設計方法的演講,旨在提高學生的動機和對數學社會價值的認識,以及將信號和圖像處理納入本科數學課程的內容。