Statistical Shape Analysis: With Applications in R (Wiley Series in Probability and Statistics) 2/e
暫譯: 統計形狀分析:R語言應用(Wiley 機率與統計系列)第二版
Ian L. Dryden, Kanti V. Mardia
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商品描述
A thoroughly revised and updated edition of this introduction to modern statistical methods for shape analysis
Shape analysis is an important tool in the many disciplines where objects are compared using geometrical features. Examples include comparing brain shape in schizophrenia; investigating protein molecules in bioinformatics; and describing growth of organisms in biology.
This book is a significant update of the highly-regarded `Statistical Shape Analysis’ by the same authors. The new edition lays the foundations of landmark shape analysis, including geometrical concepts and statistical techniques, and extends to include analysis of curves, surfaces, images and other types of object data. Key definitions and concepts are discussed throughout, and the relative merits of different approaches are presented.
The authors have included substantial new material on recent statistical developments and offer numerous examples throughout the text. Concepts are introduced in an accessible manner, while retaining sufficient detail for more specialist statisticians to appreciate the challenges and opportunities of this new field. Computer code has been included for instructional use, along with exercises to enable readers to implement the applications themselves in R and to follow the key ideas by hands-on analysis.
Statistical Shape Analysis: with Applications in R will offer a valuable introduction to this fast-moving research area for statisticians and other applied scientists working in diverse areas, including archaeology, bioinformatics, biology, chemistry, computer science, medicine, morphometics and image analysis
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商品描述(中文翻譯)
這本書是對現代形狀分析統計方法的全面修訂和更新版
形狀分析是許多學科中一個重要的工具,這些學科使用幾何特徵來比較物體。例子包括比較精神分裂症患者的腦部形狀;在生物資訊學中研究蛋白質分子;以及描述生物體的生長。
這本書是同一作者所著的《統計形狀分析》的重要更新版。新版本奠定了標誌性形狀分析的基礎,包括幾何概念和統計技術,並擴展到曲線、表面、影像及其他類型的物件數據分析。書中討論了關鍵定義和概念,並呈現了不同方法的相對優缺點。
作者包含了大量有關近期統計發展的新材料,並在整本書中提供了許多範例。概念以易於理解的方式介紹,同時保留足夠的細節,讓更專業的統計學家能夠理解這個新領域的挑戰和機會。書中包含了計算機代碼供教學使用,並附有練習題,讓讀者能夠在 R 語言中實現應用,並通過實際分析來跟隨關鍵概念。
統計形狀分析:在 R 中的應用 將為統計學家和其他應用科學家提供對這個快速發展的研究領域的寶貴介紹,這些科學家工作於考古學、生物資訊學、生物學、化學、計算機科學、醫學、形態計量學和影像分析等多個領域。
