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数理统计是基础， 强烈推荐statistical inference 习题量大，还有部分习题答案。上传书包括从基础到高等数理统计
书单：
Introduction to Mathematical Statistics Sixth Edition and Solutions
Solution Manual to Introduction to Mathematical Statistics 6ed
Mathematical Statistics Jun Shao
Mathematical Statistics Exercises and Solutions
Statistical Inference Casella-Berger
Solutions to Statistical Inference
Statistical Models
Quasi-Likelihood And Its Application Heyde
Theory of Point Estimation
Testing Statistical Hypotheses
Mathematical Statistics.zip
(97.41 MB)
本附件包括：- Introduction to Mathematical Statistics Sixth Edition and Solutions.pdf
- Mathematical Statistics Exercises and Solutions.pdf
- Mathematical Statistics Jun Shao.pdf
- Quasi-Likelihood And Its Application Heyde.pdf
- Solution Manual to Introduction to Mathematical Statistics 6ed.pdf
- Solutions Statistical Inference.pdf
- Statistical Inference Casella-Berger.pdf
- Statistical Models.pdf
- Testing Statistical Hypotheses.pdf
- Theory of Point Estimation.pdf
Large Sample Theory：
A Course in Large Sample Theory Ferguson
Asymptotic Statistics A.W. VAN DER VAART
Elements of Large-Sample Theory
Large Sample Techniques for Statistics
Large Sample Theory.zip
(49.8 MB)
本附件包括：- A Course in Large Sample Theory Ferguson.pdf
- Asymptotic Atatistics A.W. VAN DER VAART.pdf
- Elements of Large-Sample Theory.pdf
- Large Sample Techniques for Statistics.pdf
接下来就是应用统计。
应用统计最基础的就是回归模型：
线性模型书单：
Applied Linear Regression Weisberg
Applied Linear Statistical Models
Applied Regression Analysis Draper and Smith
Linear Models in Statistics Rencher and Schaalje
Linear Models with R - Julian J. Faraway
Regression Analysis by Example - 4th edition
Regression Modeling Strategies Frank E. Harrell
The Linear Model and Hypothesis A General Unifying Theory
Linear regression 1.zip
(85.39 MB)
本附件包括：- Applied Linear Regression Weisberg.pdf
- Applied Linear Statistical Models.pdf
- Applied Regression Analysis Draper and Smith.pdf
Linear regression 2.zip
(30.54 MB)
本附件包括：- Linear Models in Statistics Rencher and Schaalje.pdf
- Linear Models with R - Julian J. Faraway.pdf
- Regression Analysis by Example - 4th edition.pdf
- Regression Modeling Strategies Frank E. Harrell , Jr..pdf
- The Linear Model and Hypothesis A General Unifying Theory.pdf
线性统计模型学完后， 紧接着就是 广义线性模型GLM， 比如logistic regression 等等。
书单：
An Introduction to Generalized Linear Models Dobson
Categorical Data Analysis Agresti
Extending the Linear Model with R
Generalized Linear Models Nelder
Introduction to Categorical Data Analysis
Linear and Generalized Linear Mixed Models and Their Applications
Linear Models and Generalizations C. Radhakrishna Rao
Multivariate Statistical Modelling Based on Generalized Linear Models
GLM 1.zip
(62.13 MB)
本附件包括：- An Introduction to Generalized Linear Models Dobson.pdf
- Categorical Data Analysis Agresti.pdf
- Extending the Linear Model with R.pdf
GLM 2.zip
(65.4 MB)
本附件包括：- Generalized Linear Models Nelder.pdf
- Introduction to Categorical Data Analysis.pdf
- Linear and Generalized Linear Mixed Models and Their Applications.pdf
- Linear Models and Generalizations C. Radhakrishna Rao.pdf
- Multivariate Statistical Modelling Based on Generalized Linear Models.pdf
贝叶斯统计：贝叶斯思想是必须的了解的。
书单：
A First Course in Bayesian Statistical Methods
Bayesian Data Analysis Gelman
Doing Bayesian Data Analysis
Introduction to Bayesian Statistics Bolstad
The Bayesian Choice From Decision-Theoretic Foundations to Computational Implementation
The BUGS Book A Practical Introduction to Bayesian Analysis
Bayesian Data Analysis.zip
(51.86 MB)
本附件包括：- A First Course in Bayesian Statistical Methods.pdf
- Bayesian Data Analysis Gelman.pdf
- Doing Bayesian Data Analysis.pdf
- Introduction to Bayesian Statistics Bolstad.pdf
- The Bayesian Choice From Decision-Theoretic Foundations to Computational Implementation.pdf
- The BUGS Book A Practical Introduction to Bayesian Analysis.pdf
计算统计：一些常用的方法，如 bootstrap MCMC 一定的了解。
书单：
An Introduction to the Bootstrap Efron
Computational Statistics Givens Hoeting
Errata for Computational Statistics
Monte Carlo Statistical Methods
Monte Carlo Strategies in Scientific Computing
Computational Statistics.zip
(94.03 MB)
本附件包括：- An Introduction to the Bootstrap Efron.djvu
- Computational Statistics Givens Hoeting.pdf
- Errata for Computational Statistics.pdf
- Monte Carlo Statistical Methods.pdf
- Monte Carlo Strategies in Scientific Computing.pdf
多元统计也是比较传统的统计，Modern Multivariate Statistical Techniques 和 Analysis of Multivariate and High-Dimensional Data 的内容比较新一点。
书单：An Introduction to Applied Multivariate Analysis with R
An Introduction to Multivariate Statistical Analysis
Analysis of Multivariate and High-Dimensional Data-Cambridge University Press
Applied Multivariate Statistical Analysis 6th_Edition Johnson
Applied Multivariate Statistical Analysis
Modern Multivariate Statistical Techniques
Multivariate Statistical Analysis.zip
(95.29 MB)
本附件包括：- An Introduction to Applied Multivariate Analysis with R.pdf
- An Introduction to Multivariate Statistical Analysis.pdf
- Analysis of Multivariate and High-Dimensional Data-Cambridge University Press.pdf
- Applied Multivariate Statistical Analysis 6th_Edition Johnson.pdf
- Applied Multivariate Statistical Analysis.pdf
- Modern Multivariate Statistical Techniques.pdf
时间序列书单：
A Course in Time Series Analysis
Analysis of Financial Time Series Ruey S. Tsay
Introduction to Time Series and Forecasting Brockwell&Davis
Time Series Theory and Methods Brockwell＆Davis
Time Series Analysis with Applications in R (2ed) Jonathan D. Cryer
Solutions Time Series Analysis Jonathan D. Cryer
Time Series Analysis and Its Applications with R Robert H. Shumway, David S. Stoffer
Time Series.zip
(76.21 MB)
本附件包括：- A Course in Time Series Analysis.pdf
- Analysis of Financial Time Series Ruey S. Tsay.pdf
- Introduction to Time Series and Forecasting Brockwell&Davis.pdf
- Solutions Time Series Analysis Jonathan D. Cryer.pdf
- Time Series Analysis and Its Applications with R Robert H. Shumway, David S. Stoffer.pdf
- Time Series Analysis with Applications in R (2ed) Jonathan D. Cryer.pdf
- Time Series Theory and Methods Brockwell＆Davis.pdf
空间统计跟时间序列有些像， 还有时空过程。
书单：
Applied Spatial Data Analysis with R
Hierarchical Modeling and Analysis for Spatial Data
Model-based Geostatistics
Spatial Econometrics Methods and Models
Statistical Methods for Spatial Data Analysis
Statistics for Spatio-Temporal Data
Spatial Data Analysis.zip
(79.61 MB)
本附件包括：- Applied Spatial Data Analysis with R.pdf
- Hierarchical Modeling and Analysis for Spatial Data.pdf
- Model-based Geostatistics.pdf
- Spatial Econometrics Methods and Models.pdf
- Statistical Methods for Spatial Data Analysis.pdf
- Statistics for Spatio-Temporal Data.pdf
非参数统计：All of Nonparametric Statistics Larry Wasserman
Applied Nonparametric Regressions
Introduction to Nonparametric Estimation
Nonparametric and Semiparametric Models
Nonparametric Statistical Inference
Nonparametric Statistical Methods Hollander
Nonparametric Statistics for Applied Research Jared A. Linebach, Brian P. Tesch
Nonparametric Statistics with Applications to Science and Engineering
Nonparametric Statistics.zip
(42.92 MB)
本附件包括：- All of Nonparametric Statistics Larry Wasserman.pdf
- Applied Nonparametric Regressions.pdf
- Introduction to Nonparametric Estimation.pdf
- Nonparametric and Semiparametric Models.pdf
- Nonparametric Statistical Inference.pdf
- Nonparametric Statistical Methods Hollander.pdf
- Nonparametric Statistics for Applied Research Jared A. Linebach, Brian P. Tesch.pdf
- Nonparametric Statistics with Applications to Science and Engineering.pdf
高维统计：
Introduction to High-Dimensional Statistics
Statistical Learning with Sparsity The Lasso and Generalizations
Statistics for High-Dimensional Data
High-Dimensional Statistics.zip
(20.53 MB)
本附件包括：- Introduction to High-Dimensional Statistics.pdf
- Statistical Learning with Sparsity The Lasso and Generalizations.pdf
- Statistics for High-Dimensional Data.pdf
Functional data:
Functional Data Analysis
Applied Functional Data Analysis Methods and Case Studies
Nonparametric Functional Data Analysis
Functional Data Analysis with R and MATLAB
Functional Data Analysis.zip
(13.55 MB)
本附件包括：- Applied Functional Data Analysis Methods and Case Studies.pdf
- Functional Data Analysis with R and MATLAB.pdf
- Functional Data Analysis.pdf
- Nonparametric Functional Data Analysis.pdf
抽样调查和实验设计：Sampling Techniques Cochran
Sampling Design and Analysis
Design and Analysis of Experiments Montgomery, Douglas C. 8th_Edition
Optimal Design of Experiments A Case Study
Practical Tools for Designing and Weighting Survey Samples By Richard Valliant, Jill A. Dever, Frauke Kreuter
Statistics for Experimenters_ Design, Innovation, and Discovery, Second Edition (2005)
Experimental Design.zip
(77.69 MB)
本附件包括：- Design and Analysis of Experiments Montgomery, Douglas C. 8th_Edition.pdf
- Optimal Design of Experiments A Case Study_.pdf
- Practical Tools for Designing and Weighting Survey Samples By Richard Valliant, Jill A. Dever, Frauke Kreuter.pdf
- Sampling Design and Analysis.pdf
- Sampling Techniques Cochran.pdf
- Statistics for Experimenters_ Design, Innovation, and Discovery, Second Edition (2005).pdf
生存分析：
Applied Survival Analysis - Regression Modeling of Time to Event Data. Hosmer DW
Applied Survival Analysis Using R
Counting Processes and Survival Analysis
Survival Analysis A Self-Learning Text
Survival Analysis.zip
(49.35 MB)
本附件包括：- Applied Survival Analysis - Regression Modeling of Time to Event Data. Hosmer DW.pdf
- Applied Survival Analysis Using R.pdf
- Counting Processes and Survival Analysis.pdf
- Survival Analysis A Self-Learning Text.pdf
统计学习与机器学习：强烈推荐
书单：
An Introduction to Statistical Learning
Applied Predictive Modeling
The Elements of Statistical Learning
Pattern Recognition And Machine Learning
Machine Learning_ A Bayesian and Optimization Perspective
Machine Learning A Probabilistic Perspective
Deep Learning
Artificial Intelligence A Modern Approach
ML 1.zip
(75.11 MB)
本附件包括：- An Introduction to Statistical Learning.pdf
- Applied Predictive Modeling.pdf
- Machine Learning_ A Bayesian and Optimization Perspective.pdf
- Pattern Recognition And Machine Learning.pdf
- The Elements of Statistical Learning.pdf
ML 2.zip
(73.21 MB)
本附件包括：- Artificial Intelligence A Modern Approach.pdf
- Deep Learning.pdf
- Machine Learning A Probabilistic Perspective.pdf
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