Graphics processing units in acceleration of bandwidth selection for kernel density estimation

DOI10.2478/amcs-2013-0065zbMath1284.93221OpenAlexW1994040668MaRDI QIDQ5409757

Witold Andrzejewski, Artur Gramacki, Jarosław Gramacki

Publication date: 14 April 2014

Published in: International Journal of Applied Mathematics and Computer Science (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.2478/amcs-2013-0065

zbMATH Keywords

kernel estimationprobability density functionbandwidth selectionnonparametric estimationgraphics processing unit

Mathematics Subject Classification ID

Control/observation systems involving computers (process control, etc.) (93C83) Estimation and detection in stochastic control theory (93E10)

Related Items (5)

FFT-based fast bandwidth selector for multivariate kernel density estimation ⋮ Graphics processing units in acceleration of bandwidth selection for kernel density estimation ⋮ Probability density function estimation with the frequency polygon transform ⋮ Regression function and noise variance tracking methods for data streams with concept drift ⋮ How to make a neural network say ``Don't know

Uses Software

• CUDA
• KernSmooth
• ALGLIB
• AS 176

Cites Work

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• Smoothing methods in statistics
• Density estimation
• A complete gradient clustering algorithm formed with kernel estimators
• Algorithm AS 176: Kernel Density Estimation Using the Fast Fourier Transform
• Bandwidth selectors for multivariate kernel density estimation
• Graphics processing units in acceleration of bandwidth selection for kernel density estimation
• A Simplex Method for Function Minimization
• The Fast Gauss Transform

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