Geometric Methods and Applications: For Computer Science and Engineering, 2/e (Hardcover)
暫譯: 幾何方法與應用:計算機科學與工程,第二版(精裝本)

Jean Gallier

  • 出版商: Springer
  • 出版日期: 2011-06-21
  • 售價: $5,000
  • 貴賓價: 9.5$4,750
  • 語言: 英文
  • 頁數: 680
  • 裝訂: Hardcover
  • ISBN: 1441999604
  • ISBN-13: 9781441999603
  • 相關分類: Computer-Science
  • 海外代購書籍(需單獨結帳)

商品描述

This book is an introduction to the fundamental concepts and tools needed for solving problems of a geometric nature using a computer. It attempts to fill the gap between standard geometry books, which are primarily theoretical, and applied books on computer graphics, computer vision, robotics, or machine learning.

 This book covers the following topics: affine geometry, projective geometry, Euclidean geometry, convex sets, SVD and principal component analysis, manifolds and Lie groups, quadratic optimization, basics of differential geometry, and a glimpse of computational geometry (Voronoi diagrams and Delaunay triangulations). Some practical applications of the concepts presented in this book include computer vision, more specifically contour grouping, motion interpolation, and robot kinematics.

  In this extensively updated second edition, more material on convex sets, Farkas’s lemma, quadratic optimization and the Schur complement have been added. The chapter on SVD has been greatly expanded and now includes a presentation of PCA.

 The book is well illustrated and has chapter summaries and a large number of exercises throughout. It will be of interest to a wide audience including computer scientists, mathematicians, and engineers.

 Reviews of first edition:

"Gallier's book will be a useful source for anyone interested in applications of geometrical methods to solve problems that arise in various branches of engineering. It may help to develop the sophisticated concepts from the more advanced parts of geometry into useful tools for applications." (Mathematical Reviews, 2001)

"...it will be useful as a reference book for postgraduates wishing to find the connection between their current problem and the underlying geometry." (The Australian Mathematical Society, 2001)

商品描述(中文翻譯)

這本書是介紹使用電腦解決幾何性問題所需的基本概念和工具。它試圖填補標準幾何書籍(主要是理論性的)與應用於電腦圖形學、電腦視覺、機器人學或機器學習的書籍之間的空白。

本書涵蓋以下主題:仿射幾何、射影幾何、歐幾里得幾何、凸集、奇異值分解(SVD)和主成分分析(PCA)、流形和李群、二次優化、微分幾何基礎,以及計算幾何的簡介(Voronoi 圖和 Delaunay 三角剖分)。本書中所呈現概念的一些實際應用包括電腦視覺,特別是輪廓分組、運動插值和機器人運動學。

在這個廣泛更新的第二版中,增加了有關凸集、法卡斯引理、二次優化和舒爾補的更多材料。SVD 章節已大幅擴展,現在包括主成分分析的介紹。

本書插圖豐富,並且每章都有總結和大量練習題。它將吸引廣泛的讀者,包括計算機科學家、數學家和工程師。

第一版的評價:

「Gallier 的書將成為任何對幾何方法應用於解決各種工程領域問題感興趣的人的有用資源。它可能有助於將幾何的更高級部分中的複雜概念發展成有用的應用工具。」(數學評論,2001)

「……它將作為參考書對希望找到當前問題與基礎幾何之間聯繫的研究生非常有用。」(澳大利亞數學學會,2001)