Probability & Statistics(概率论与数理统计)

王朝导购·作者佚名
 
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  分类: 图书,自然科学,数学,概率论与数理统计,

作者: 干晓蓉主编

出 版 社: 武汉大学出版社

出版时间: 2009-1-1字数:版次: 1页数: 224印刷时间:开本: 16开印次:纸张:I S B N : 9787307066922包装: 平装内容简介

本书是作者在英国留学期间完成的自编教材基础上,结合国内双语课教学的实际而编写成的,是一本概率统计的入门教材。全书共分八章,内容包括概率公理、随机变量及其分布、多元随机变量、期望与方差、大数定律与中心极限定理、随机抽样、估计问题和假设检验。各章取材注重实际,力求叙述清晰易懂,书中配有适量的例题和习题,书末附有习题答案,便于教学和学生自学。本书可以作为高等院校工科各专业、理科非数学专业以及管理与经济类等专业本科生的概率统计双语课程教材,也可以供相关科技人员参考。

目录

1 The Axioms of Probability

1.1 Experiments

1.2 Sample Spaces and Events

1.3 Frequency and Probability

1.4 Equally Likely Outcomes

1.5 Conditional Probability

1.6 Independence

Exercise 1

2 Random Variables and Their Distributions

2.1 Random Variables

2.2 Discrete Random Variables

2.3 Cumulative Distribution Functions

2.4 Continuous Random Variables

2.5 Functions of Random Variables

Exercise 2

3 Multivariate Random Variables

3.1 Two--Dimensional Random Variables

3.2 Marginal Distributions

3.3 Conditional Distributions

3.4 Independence

3.5 Distribution of Special Functions

Exercise 3

4 The Mean and Variance

4.1 Expectations of random variables

4.2 Variances of random variables

4.3 Covariance & Correlation

4.4 Miment and Covariance Matrix

Exercise

5 The Law of Large Numbers and the Central Limit Theorem

5.1 Chebyshev's Inequality

5.2 Law of Large numbers

5.3 The Central Limit Theorem

Exercise 5

6 Random Sampling

6.1 Random Sampling

6.1.1 Populations and Samples

6.1.2 Random Sample

6.2 Some Important Statistics

6.2.1 The Sample Mean and the Sample Variance

6.2.2 The Sample Moments

6.3 Sampling Distributions

6.3.1 The Chi-Square distribution

6.3.2 t-Distribution

6.3.3 F-Distribution

6.3.4 Quantile of Order tt

6.3.5 Sampling Distributions of the Sample Mean and the Sample Variance

Exercise 6

7 Estimation Problems

7.1 Introduction

7.2 Point Estimation

7.2.1 The Method of Moments

7.2.2 The Method of Maximum Likelihood

7.3 The Particular Properties of Estimators

7.3.1 Unbiased Estimators

7.3.2 Efficiency

7.3.3 Consistency

7.4 Interval Estimation

7.4.1 The Estimation of Mean

7.4.2 The Estimation of Variance

Exercise 7

8 Hypothesis Testing

8.1 Introduction

8.2 Tests Concerning Means

8.2.1 One Normal Population

8.2.2 To Normal Populations

8.3 Tests Concerning Variances

8.3.1 One Normal Population

8.3.2 Two Normal Populations

8.4 The Relationship Between Hypothesis Testing and Confidence Intervals

8.5 One Sample: Thex2 Goodness of Fit Test

Exercise 8

Appendix A Some Important Distributions

Appendix B Statistical Tables

Appendix C Answer To Exercise

Appendix D 中英文对照表

Bibliography

 
 
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