HOROVÁ, Ivanka, Jan KOLÁČEK and Jiří ZELINKA. Kernel Smoothing in MATLAB: Theory and Practice of Kernel Smoothing. Singapore: World Scientific Publishing Co. Pte. Ltd., 2012, 244 pp. ISBN 978-981-4405-48-5.
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Basic information
Original name Kernel Smoothing in MATLAB: Theory and Practice of Kernel Smoothing
Authors HOROVÁ, Ivanka (203 Czech Republic, belonging to the institution), Jan KOLÁČEK (203 Czech Republic, guarantor, belonging to the institution) and Jiří ZELINKA (203 Czech Republic, belonging to the institution).
Edition Singapore, 244 pp. 2012.
Publisher World Scientific Publishing Co. Pte. Ltd.
Other information
Original language English
Type of outcome Book on a specialized topic
Field of Study 10101 Pure mathematics
Country of publisher Singapore
Confidentiality degree is not subject to a state or trade secret
Publication form printed version "print"
WWW URL
RIV identification code RIV/00216224:14310/12:00059278
Organization unit Faculty of Science
ISBN 978-981-4405-48-5
Keywords in English kernel smoothing; Matlab
Tags AKR, rivok
Tags International impact, Reviewed
Changed by Changed by: Mgr. Jiří Zelinka, Dr., učo 72. Changed: 6/11/2020 11:01.
Abstract
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. The book provides a brief comprehensive overview of statistical theory and moreover, the emphasis is given to implementation of presented methods in Matlab. All created programs are included into 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. Especially, methods for 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 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. The book is intended for newcomers to the field of smoothing techniques and would be also appropriate for a wide audience: students and researches from both the statistical science and interface disciplines.
Links
LC06024, research and development projectName: Centrum Jaroslava Hájka pro teoretickou a aplikovanou statistiku
Investor: Ministry of Education, Youth and Sports of the CR, Jaroslav Hájek Center for Theoretical and Applied Statistics
PrintDisplayed: 17/5/2024 13:29