第一本是《Computational Statistics Handbook with MATLAB_3rd》2016年版,目录如下:Chapterl Introduction
1.1 What ls Computational Statistics? ...............….......….......…..............……....... 1
1.2 An Overview of the Book
1.3 MATLAB® Code
1.4 Further Reading
Chapter 2 Probability Concepts
2.1 Introduction
2.2 Probability
2.3 Conditional Probability and Independence
2.4 Expectation
2.5 Common Distributions
2.6 MATLAB® Code
2.7 Further Reading
Chapter3 Sampling Concepts
Chapter4 Generating Random Variables
Chapter 5 Exploratory_ Data Analysis
Chaprter 6 Finding Structure
Chapter 7 Monte Carlo Methods for Inferential Statistics
Chapter 8 Data Partitioning
Chapter 9 Probability Density Estimation
Chapter 10 Supervised Learning
Chapter 11 Unsupervised Learning
Chapter 12 Parametric Models
Chapter13 Nonparametric Models
Chapter14 Markov Chain岛fonte Carlo Methods
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