時代教育國外高校優秀教材精選·統計推斷

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圖書信息

出版社: 機械工業出版社; 第1版 (2002年10月1日)
叢書名: 時代教育國外高校優秀教材精選
平裝: 660頁
開本: 16
ISBN: 7111109457
條形碼: 9787111109457
尺寸: 23.4 x 16.6 x 2.8 cm
重量: 762 g

內容簡介

《統計推斷》(英文版)(原書第2版)從機率論的基礎開始,通過例子與習題的旁徵博引,引進了大量近代統計處理的新技術和一些國內同類教材中不能見而廣為使用的分布。其內容包括工科機率論入門、經典統計和現代統計的基礎,又加進了不少近代統計中數據處理的實用方法和思想,例如:Bootstrap再抽樣法、刀切(Jackknife)估計、EM算法、Logistic回歸、穩健(Robust)回歸、Markov鏈、Monte Carlo方法等。它的統計內容與國內流行的教材相比,理論較深,模型較多,案例的涉及面要廣,理論的套用面要豐富,統計思想的闡述與算法更為具體。強力推薦:Statistical Inference 英文原版火熱發售

目錄

出版說明

1 Probability Theory
1.1 Set Theory
1.2 Basics of Probability Theory
1.3 Conditional Probability and Independence
1.4 Random Variables
1.5 Distribution FunCtions
1.6 Density and Mass Functions
1.7 Exercises
1.8 Miscellanea
2 Transformations and Expectations
2.1 Distributions of Functions of a Random Varible
2.2 Expected Values
2.3 Moments and Moment Generating Functions
2.4 Differentiating Under an Integral Sign
2.5 Exercises
2.6 Miscellanea
3 Common Families of Distributions
3.1 Introduction
3.2 Discrete Distributions
3.3 Continuous Distributions
3.4 Exponential Families
3.5 Location and Scale Families
3.6 Inequalities and Identities
3.7 Exercises
3.8 Miscellanea
4 Multiple Random Variables
4.1 Joint and Marginal Distributions
4.2 Conditional Distributions and Independence
4.3 Bivariate Transformations
4.4 Hierarchical Models and Mixture Distributions
4.5 Covariance and Correlation
4.6 Multivariate and Correlation
4.7 Inequalities
4.8 Exercises
4.9 miscellanea
5 Properties of a Random Sample
……
6 Principles of Data Reduction
7 Point Estimation
8 Hypothesis Testing
9 Interval Estimation
10 Asymptotic Evaluations
11 Analysis of Variance and Regression
12 Regression Models
Appendix:Computer Algebra
Table of Common Distributions
References
Author Index
Subject Index

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