Scattered Data Approximation
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Abstract
Many practical applications require the reconstruction of a multivariate function from discrete, unstructured data. This book gives a self-contained, complete introduction into this subject. It concentrates on truly meshless methods such as radial basis functions, moving least squares, and partitions of unity. The book starts with an overview on typical applications of scattered data approximation, coming from surface reconstruction, fluid-structure interaction, and the numerical solution of partial differential equations. It then leads the reader from basic properties to the current state of research, addressing all important issues, such as existence, uniqueness, approximation properties, numerical…
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Keywords
- Partial differential equation
- Mathematical proof
- Computer science
- Stability (learning theory)
- Uniqueness
- Multivariate statistics
- Applied mathematics
- Calculus (dental)
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