Nonparametric Kernel Density Estimation and Its Computational Aspects

Автор: Artur Gramacki

Език:

Корици: С меки корици

Издател: Springer International Publishing AG

Наличност: Външен склад

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147.37 € 288.24 лв

This book describes computational problems related to kernel density estimation (KDE) - one of the m...

Информация за книгата

Автор

Artur Gramacki

Език

Английски език

Корици

Книга - С меки корици

Издадена

2019

страници

176

EAN

9783319890944

Enbook ID

21136319

Издател

Springer International Publishing AG

Теглоt

326

Размери

155 x 235 x 12

Пълно описание

This book describes computational problems related to kernel density estimation (KDE) - one of the most important and widely used data smoothing techniques. A very detailed description of novel FFT-based algorithms for both KDE computations and bandwidth selection are presented. The theory of KDE appears to have matured and is now well developed and understood. However, there is not much progress observed in terms of performance improvements. This book is an attempt to remedy this. The book primarily addresses researchers and advanced graduate or postgraduate students who are interested in KDE and its computational aspects. The book contains both some background and much more sophisticated material, hence also more experienced researchers in the KDE area may find it interesting. The presented material is richly illustrated with many numerical examples using both artificial and real datasets. Also, a number of practical applications related to KDE are presented.

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Nonparametric Kernel Density Estimation and Its Computational Aspects

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