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The Resource Kernel smoothing in MATLAB : theory and practice of Kernel smoothing, edited by Ivanka Horová, Jan Koláček, Jiří Zelinka, (electronic book)

Kernel smoothing in MATLAB : theory and practice of Kernel smoothing, edited by Ivanka Horová, Jan Koláček, Jiří Zelinka, (electronic book)

Label
Kernel smoothing in MATLAB : theory and practice of Kernel smoothing
Title
Kernel smoothing in MATLAB
Title remainder
theory and practice of Kernel smoothing
Statement of responsibility
edited by Ivanka Horová, Jan Koláček, Jiří Zelinka
Contributor
Subject
Language
eng
Summary
Methods of kernel estimates represent one of the most effective nonparametric smoothing techniques. These methods are simple to understand and they possess very good statistical properties. This book provides a concise and comprehensive overview of statistical theory and in addition, emphasis is given to the implementation of presented methods in Matlab. All created programs are included in a special toolbox which is an integral part of the book. This toolbox contains many Matlab scripts useful for kernel smoothing of density, cumulative distribution function, regression function, hazard function, indices of quality and bivariate density. Specifically, methods for choosing a choice of the optimal bandwidth and a special procedure for simultaneous choice of the bandwidth, the kernel and its order are implemented. The toolbox is divided into six parts according to the chapters of the book. All scripts are included in a user interface and it is easy to manipulate with this interface. Each chapter of the book contains a detailed help for the related part of the toolbox too. This book is intended for newcomers to the field of smoothing techniques and would also be appropriate for a wide audience: advanced graduate, PhD students and researchers from both the statistical science and interface disciplines
Member of
Cataloging source
HKP
Dewey number
519.5
Illustrations
illustrations
Index
no index present
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Horová, Ivana.
  • Koláček, Jan
  • Zelinka, Jiří
http://library.link/vocab/subjectName
  • Smoothing (Statistics)
  • Kernel functions
Label
Kernel smoothing in MATLAB : theory and practice of Kernel smoothing, edited by Ivanka Horová, Jan Koláček, Jiří Zelinka, (electronic book)
Instantiates
Publication
Note
Matlab codes for this title available at http://publicwiki.deltares.nl/display/OET/OpenEarth . Registration required for access
Color
mixed
Control code
ocn811820296
Dimensions
unknown
Extent
1 online resource
Form of item
online
Isbn
9789814405492
Reproduction note
Electronic resource.
Specific material designation
remote
Label
Kernel smoothing in MATLAB : theory and practice of Kernel smoothing, edited by Ivanka Horová, Jan Koláček, Jiří Zelinka, (electronic book)
Publication
Note
Matlab codes for this title available at http://publicwiki.deltares.nl/display/OET/OpenEarth . Registration required for access
Color
mixed
Control code
ocn811820296
Dimensions
unknown
Extent
1 online resource
Form of item
online
Isbn
9789814405492
Reproduction note
Electronic resource.
Specific material designation
remote

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