国外数学名著系列:计算统计学基础 电子书下载 PDF下载

国外数学名著系列:计算统计学基础
内容简介
本书阐述计算统计学的各种方法以及集约计算方法在密度估计、数据结构的确认及模型的建立等各方面的一些应用。尽管本书没有特别论述统计计算方法,但全面阐述了统计方法意义下的数据变换、函数近似及数据优化中的数值技巧。 ·查看全部>>
目录
Preface
I Methods of Computational Statistics
Introduction to Part I
1 Preliminaries
2 Monte Carlo Methods for Statistical Inference
3 Randomization and Data Partitioning
4 Bootstrap Methods
5 Tools for Identification of Structure in Data
6 Estimation of Functions
7 Graphical Methods in Computational Statistics
II Exploring Data Density and Structure
Introduction to Part II
8 Estimation of Probability Density Functions Using Parametric Models
9 Nonparametric Estimation of Probability Density Functions
10 Structure in data
11 Statistical Models of Dependencies
Appendices
A Monte Carlo Studies in Statistics
B Software for Randon Number Generation
C Notation and Definitions
D Solutions and Hints for Selected Exercises
Bibliography
Author Index
Subject Index
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