Exercises in Numerical Linear Algebra and Matrix Factorizations
暫譯: 數值線性代數與矩陣分解練習題

Lyche, Tom, Muntingh, Georg, Ryan, Øyvind

  • 出版商: Springer
  • 出版日期: 2021-11-03
  • 售價: $2,470
  • 貴賓價: 9.5$2,347
  • 語言: 英文
  • 頁數: 288
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030597911
  • ISBN-13: 9783030597917
  • 相關分類: 線性代數 Linear-algebra
  • 海外代購書籍(需單獨結帳)

商品描述

To put the world of linear algebra to advanced use, it is not enough to merely understand the theory; there is a significant gap between the theory of linear algebra and its myriad expressions in nearly every computational domain. To bridge this gap, it is essential to process the theory by solving many exercises, thus obtaining a firmer grasp of its diverse applications. Similarly, from a theoretical perspective, diving into the literature on advanced linear algebra often reveals more and more topics that are deferred to exercises instead of being treated in the main text. As exercises grow more complex and numerous, it becomes increasingly important to provide supporting material and guidelines on how to solve them, supporting students' learning process.

This book provides precisely this type of supporting material for the textbook "Numerical Linear Algebra and Matrix Factorizations," published as Vol. 22 of Springer's Texts in Computational Science and Engineering series. Instead of omitting details or merely providing rough outlines, this book offers detailed proofs, and connects the solutions to the corresponding results in the textbook. For the algorithmic exercises the utmost level of detail is provided in the form of MATLAB implementations. Both the textbook and solutions are self-contained. This book and the textbook are of similar length, demonstrating that solutions should not be considered a minor aspect when learning at advanced levels.



商品描述(中文翻譯)

為了將線性代數的世界應用於進階用途,僅僅理解理論是不夠的;線性代數的理論與其在幾乎每個計算領域中的無數表達之間存在著顯著的差距。為了彌補這一差距,通過解決許多練習題來處理理論是至關重要的,這樣可以更牢固地掌握其多樣的應用。同樣,從理論的角度來看,深入研究進階線性代數的文獻往往會揭示出越來越多的主題,這些主題被推遲到練習題中,而不是在主文本中處理。隨著練習題變得越來越複雜和數量增多,提供支持材料和解題指導變得越來越重要,以支持學生的學習過程。

本書正是為《數值線性代數與矩陣分解》這本教科書提供這類支持材料,該書作為Springer的《計算科學與工程系列》中的第22卷出版。本書不僅僅省略細節或提供粗略的綱要,而是提供詳細的證明,並將解答與教科書中的相應結果相連接。對於算法練習題,提供了最高程度的細節,形式為MATLAB實現。教科書和解答都是自成體系的。本書與教科書的長度相似,顯示出在進階學習中,解答不應被視為次要方面。