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Radial Basis Functions: Theory and Implementations

Root - E-books
Tanggal: Wed, 24 October 2018 | Oleh: | Dibaca: 104 | Didownload: 1
The radial basis function method for multivariate approximation is one of the most often applied approaches in modern approximation theory when the task is to approximate scattered data in several dimensions. Its development has lasted for about 25 years now and has accelerated fast during the last 10 years or so. It is nowin order to step back and summarise the basic results comprehensively, so as to make them accessible to general audiences of mathematicians, engineers and scientists alike. This is the main purpose of this book which aims to have included all necessary material to give a complete introduction into the theory and applications of radial basis functions and also has several of the more recent results included. Therefore it should also be suitable as a reference book to more experienced approximation theorists, although no specialised knowledge of the field is required. A basic mathematical education, preferably with a slight slant towards analysis in multiple dimensions, and an interest in multivariate approximation methods will be suitable for reading and hopefully enjoying this book. Any monograph of this type should be self-contained and motivated and need not much further advance explanations, and this one is no exception to this rule. Nonetheless we mention here that for illustration and motivation, we have included in this book several examples of practical applications of the methods at various stages, especially of course in the Introduction, to demonstrate how very useful this new method is and where it has already attracted attention in real life applications. Apart from such instances, the personal interests of the author mean that the text is dominated by theoretical analysis. Nonetheless, the importance of applications and practical methods is underlined by the aforementioned examples and by the chapter on implementations. Since the methods are usually applied in more than two or three dimensions, pictures will unfortunately not help us here very much which explains theirabsence.

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