[百度网盘]概率论与数理统计 PDF

[百度网盘]概率论与数理统计 PDF

内容简介

  《概率论与数理统计(英文版)/普通高等教育“十三五”规划教材》介绍了概率论与数理统计的基本概念、基本理论和方法。内容包括:概率基本介绍,随机变量及其分布,多维随机变量及其分布,数学期望,极限理论,抽样分布,参数估计,假设检验和回归分析。每章课后配有丰富的习题,供学生练习之用。  《概率论与数理统计(英文版)/普通高等教育“十三五”规划教材》是高校工科、理科(非数学专业)“概率论与数理统计”的双语教材,也可作为高等学校理工科各专业学生及教师的教材和参考书,还可供科技工作者阅读。

目录

Chapter 1 Introduction to Probability
1.1 Introduction
1.2 Interpretations of Probability
1.3 Set Algebra
1.4 The Definition of Probability
1.5 Finite Sample Spaces
1.6 Geometry Probability Setting
1.7 Conditional Probability
1.8 Independent Events

Chapter 2 Random Variable and Distribution
2.1 Random Variable
2.2 Discrete Distribution
2.3 Continuous Random Variable and Its Distribution
2.4 The Function of a Random Variable

Chapter 3 Multi-Dimensional Random Variable and Distributions
3.1 Multi-Dimensional Random Variable and its Distribution
3.2 Marginal Distribution
3.3 Conditional Distribution
3.4 Independence of Random Variables
3.5 Functions of Two or More Random Variables

Chapter 4 Expectation
4.1 Expectation of Random Variable
4.2 Variance and Moments
4.3 Covariance and Correlation
4.4 Covariance Matrix

Chapter 5 Limit Theorem
5.1 Law of Large Numbers
5.2 the Central Limit Theorem

Chapter 6 Samples and Sampling Distribution
6.1 Random Samples
6.2 Statistics and Numerical Characteristics of Sample
6.3 Sampling Distribution
6.4 Distributions of Sample Mean and Sample Variance
with Normal Distribution

Chapter 7 Estimation of Parameters
7.1 Point Estimation, Moment Estimation and Maximum
Likehood Estimators
7.2 the Evaluation Criteria of Estimators
7.3 Estimation of Intervals
7.4 Interval Estimation of Normal Population Parameters
7.5 One-Sided Confidence Interval

Chapter 8 Testing Hypotheses
8.1 Problem of Testing Hypotheses
8.2 the Testing of Hypotheses of the Mean of the Normal Distribution
8.3 Testing Hypotheses about Variance of Normal Distribution
8.4 Equivalence of Tests and Confidence Sets
8.5 Test of Fit of Population Distribution
8.6 Testing of Hypotheses Using p-value

Chapter 9 Simple Linear Regression
9.1 the Method of Regression
9.2 Estimation and Inference in Simple Linear Regression
Solutions for Exercises
References

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