Kernel Smoothing in Matlab

Theory and Practice of Kernel Smoothing

Nonfiction, Science & Nature, Mathematics, Statistics
Cover of the book Kernel Smoothing in Matlab by Ivanka Horová, Jan Koláček, Jiří Zelinka, World Scientific Publishing Company
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Ivanka Horová, Jan Koláček, Jiří Zelinka ISBN: 9789814405508
Publisher: World Scientific Publishing Company Publication: August 14, 2012
Imprint: WSPC Language: English
Author: Ivanka Horová, Jan Koláček, Jiří Zelinka
ISBN: 9789814405508
Publisher: World Scientific Publishing Company
Publication: August 14, 2012
Imprint: WSPC
Language: English

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.

Contents:

  • Introduction
  • Univariate Kernel Density Estimation
  • Kernel Estimation of a Distribution Function
  • Kernel Estimation and Reliability Assessment
  • Kernel Estimation of a Hazard Function
  • Kernel Estimation of a Regression Function
  • Multivariate Kernel Density Estimation

Readership: Advanced graduate students, researchers in mathematics or statistics.
Key Features:

  • Toolbox in Matlab
  • Brief overview of existing methods
  • Developing a new unifying bandwidth selection method
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

Contents:

Readership: Advanced graduate students, researchers in mathematics or statistics.
Key Features:

More books from World Scientific Publishing Company

Cover of the book Applied Mechanics, Mechatronics and Intelligent Systems by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book World Scientific Handbook of Experimental Results on High Speed Penetration into Metals, Concrete and Soils by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Quantitative Easing as a Highway to Hyperinflation by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Canonical Quantum Gravity by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Mathematical Physics by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Applied Trade Policy Modeling in 16 Countries by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book The Great Equal Society by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Advances in Wave Turbulence by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Time in Powers of Ten by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book The Great Recession by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Laboratory Scientific Glassblowing by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Practical Guide to Project-Based Learning by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Building a Responsive and Flexible Supply Chain by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Marketing for Competitiveness: Asia to The World by Ivanka Horová, Jan Koláček, Jiří Zelinka
Cover of the book Clinical Handbook of Chinese Medicine by Ivanka Horová, Jan Koláček, Jiří Zelinka
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy