Computational Mathematics: An Introduction to Numerical Analysis and Scientific Computing with Python

Mitsotakis, Dimitrios

Computational Mathematics: An Introduction to Numerical Analysis and Scientific Computing with Python
  • 出版商: CRC
  • 出版日期: 2023-06-19
  • 售價: $5,190
  • 貴賓價: 9.5 折 $4,931
  • 語言: 英文
  • 頁數: 508
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032262397
  • ISBN-13: 9781032262390
  • 相關分類: Python、程式語言、數值分析 Numerical-analysis

    • 海外代購書籍(需單獨結帳)

商品描述

This textbook is a comprehensive introduction to computational mathematics and scientific computing suitable for undergraduate and postgraduate courses. It presents both practical and theoretical aspects of the subject, as well as advantages and pitfalls of classical numerical methods alongside with computer code and experiments in Python. Each chapter closes with modern applications in physics, engineering, and computer science.

  • No previous experience in Python is required

  • Simplified computer code for fast-paced learning and transferable skills development

  • Includes practical problems ideal for project assignments and distance learning

  • Presents both intuitive and rigorous faces of modern scientific computing

  • Provides an introduction to neural networks and machine learning

商品描述(中文翻譯)

這本教科書是一本全面介紹計算數學和科學計算的教材，適合本科和研究生課程使用。它介紹了該主題的實際和理論方面，以及傳統數值方法的優點和缺點，並提供了使用Python進行計算和實驗的電腦代碼。每章結束時都會介紹物理學、工程學和計算機科學中的現代應用。


  • 不需要先前的Python經驗

  • 簡化的電腦代碼，適合快速學習和可轉移的技能發展

  • 包含適合項目作業和遠程學習的實際問題

  • 介紹現代科學計算的直觀和嚴謹方面

  • 介紹神經網絡和機器學習的基礎知識

作者簡介

Dimitrios Mitsotakis received a PhD in Mathematics in 2007 from the University of Athens. His experience with high-performance computing started while at the Edinburgh Parallel Computing Center at the University of Edinburgh. Dimitrios worked at the University Paris-Sud as a Marie Curie fellow, at the University of Minnesota as an associate postdoc and at the University of California, Merced as a Visiting Assistant Professor. Dimitrios is currently an associate professor/reader at the School of Mathematics and Statistics of Victoria University of Wellington. He has published his work in journals of numerical analysis and in more general audience journals in physics, coastal engineering, waves sciences, and in scientific computing. He develops numerical methods for the solution of equations for water waves, and he studies real-world applications such as the generation of tsunamis. Some of his main contributions are in the theory and numerical analysis of Boussinesq systems for nonlinear and dispersive water waves.

作者簡介(中文翻譯)

迪米特里奧斯·米索塔基斯（Dimitrios Mitsotakis）於2007年從雅典大學獲得數學博士學位。他在愛丁堡大學的愛丁堡並行計算中心開始接觸高性能計算。迪米特里奧斯曾在巴黎-蘇德大學擔任瑪麗居里研究員，在明尼蘇達大學擔任副博士後研究員，在加利福尼亞大學默塞德分校擔任訪問助理教授。迪米特里奧斯目前是維多利亞大學惠靈頓校區數學與統計學院的副教授/讀者。他的研究成果發表在數值分析期刊和物理學、沿海工程、波浪科學和科學計算等更廣泛的讀者期刊上。他開發了用於求解水波方程的數值方法，並研究了生成海嘯等實際應用。他在Boussinesq系統的非線性和色散水波的理論和數值分析方面做出了一些重要貢獻。

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