Statistical and Computational Inverse Problems
暫譯: 統計與計算反問題
Kaipio, Jari, Somersalo, E.
- 出版商: Springer
- 出版日期: 2010-11-29
- 售價: $5,900
- 貴賓價: 9.5 折 $5,605
- 語言: 英文
- 頁數: 340
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1441919643
- ISBN-13: 9781441919649
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相關分類:
數值分析 Numerical-analysis、Algorithms-data-structures、機率統計學 Probability-and-statistics
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商品描述
This book is aimed at postgraduate students in applied mathematics as well as at engineering and physics students with a ?rm background in mathem- ics. The ?rst four chapters can be used as the material for a ?rst course on inverse problems with a focus on computational and statistical aspects. On the other hand, Chapters 3 and 4, which discuss statistical and nonstati- ary inversion methods, can be used by students already having knowldege of classical inversion methods. There is rich literature, including numerous textbooks, on the classical aspects of inverse problems. From the numerical point of view, these books concentrate on problems in which the measurement errors are either very small or in which the error properties are known exactly. In real-world pr- lems, however, the errors are seldom very small and their properties in the deterministic sensearenot wellknown.For example, inclassicalliteraturethe errornorm is usuallyassumed to be a known realnumber. In reality, the error norm is a random variable whose mean might be know
商品描述(中文翻譯)
本書旨在針對應用數學的研究生以及具有堅實數學基礎的工程和物理學學生。前四章可作為針對逆問題的第一門課程的教材,重點放在計算和統計方面。另一方面,第三章和第四章討論統計和非統計反演方法,適合已具備經典反演方法知識的學生。關於逆問題的經典方面,有豐富的文獻,包括許多教科書。從數值的角度來看,這些書籍集中於測量誤差非常小或誤差特性已知的問題。然而,在現實世界的問題中,誤差很少是非常小的,且其在確定性意義上的特性並不明確。例如,在經典文獻中,誤差範數通常假設為已知的實數。實際上,誤差範數是一個隨機變數,其均值可能是已知的。