Kernel smoothing in MATLAB theory and practice of kernel smoothing.

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 giv...

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Bibliographic Details
Main Authors: Horová, Ivana, Koláček, Jan, Zelinka, Jiří
Format: eBook Book
Language:English
Published: Singapore World Scientific Publishing Co. Pte. Ltd 2012
World Scientific
WORLD SCIENTIFIC
World Scientific Publishing
Subjects:
Kernel functions
Numerical analysis
Probability & Statistics
Smoothing (Statistics)
Kernel Regression
Hazard Function
Density Estimate
Kernel
Bandwidth
ISBN:9789814405485, 9814405485
Online Access:Get full text
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Table of Contents:
  • Kernel smoothing in MATLAB : theory and practice of kernel smoothing -- Preface -- Contents -- Chapter 1: Introduction -- Chapter 2: Univariate kernel density estimation -- Chapter 3: Kernel estimation of a distribution function -- Chapter 4: Kernel estimation and reliability assessment -- Chapter 5: Kernel estimation of a hazard function -- Chapter 6: Kernel estimation of a regression function -- Chapter 7: Multivariate kernel density estimation -- Notation -- Bibliography -- Index