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Deterministic and Stochastic Error Bounds in Numerical Analysis / by Erich Novak
(Lecture Notes in Mathematics. ISSN:16179692 ; 1349)
版 | 1st ed. 1988. |
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出版者 | Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer |
出版年 | 1988 |
大きさ | VIII, 124 p : online resource |
著者標目 | *Novak, Erich author SpringerLink (Online service) |
件 名 | LCSH:Numerical analysis FREE:Numerical Analysis |
一般注記 | Contents: Introduction -- Deterministic Error Bounds -- Error Bounds for Monte Carlo Methods -- Average Error Bounds -- Appendix: Existence and Uniqueness of Optimal Algorithms -- Bibliography -- Notations -- Index In these notes different deterministic and stochastic error bounds of numerical analysis are investigated. For many computational problems we have only partial information (such as n function values) and consequently they can only be solved with uncertainty in the answer. Optimal methods and optimal error bounds are sought if only the type of information is indicated. First, worst case error bounds and their relation to the theory of n-widths are considered; special problems such approximation, optimization, and integration for different function classes are studied and adaptive and nonadaptive methods are compared. Deterministic (worst case) error bounds are often unrealistic and should be complemented by different average error bounds. The error of Monte Carlo methods and the average error of deterministic methods are discussed as are the conceptual difficulties of different average errors. An appendix deals with the existence and uniqueness of optimal methods. This book is an introduction to the area and also a research monograph containing new results. It is addressd to a general mathematical audience as well as specialists in the areas of numerical analysis and approximation theory (especially optimal recovery and information-based complexity) HTTP:URL=https://doi.org/10.1007/BFb0079792 |
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電子ブック | オンライン | 電子ブック |
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Springer eBooks | 9783540459873 |
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EB00209465 |
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データ種別 | 電子ブック |
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分 類 | LCC:QA297-299.4 DC23:518 |
書誌ID | 4000109198 |
ISBN | 9783540459873 |
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