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我花了两天的时间将论坛上提供的mobi格式的原版Statistics with STATA, Version 10, 7th Edition 转化为PDF格式;mobi格式的原版见:https://bbs.pinggu.org/forum.php?mod=viewthread&tid=1087829&page=1&from^^uid=300541 Statistics with Stata (Updated for Version 10) Author: Lawrence C. Hamilton Publisher: Cengage Copyright: 2009 ISBN-13: 978-0-495-55786-9 Pages:504; paperback Price:$74.00 Supplements: datasets and programs See a large photo of the front cover Table of contents Comment from the Stata technical group Statistics with Stata (Updated for Version 10) is the latest edition in Professor Lawrence C. Hamilton’s popular Statistics with Stata series. Intended to bridge the gap between statistical texts and Stata’s own documentation, Statistics with Stata demonstrates how to use Stata to perform a variety of tasks. This text is ideal as a self-study course for those new to statistics or those migrating from other statistical software to Stata and as a valuable reference for experienced Stata users wishing to explore Stata’s capabilities in fields new to them. Hamilton covers topics including getting started in Stata, data manipulation, graphics, summary statistics and tables, ANOVA, linear regression (and diagnostics), curve fitting, robust methods, regression models for limited dependent variables, panel (longitudinal) data and mixed models, survey data, survival analysis, factor analysis, cluster analysis, time series, and an introduction to programming. Notable changes to Statistics with Stata (Updated for Version 10) include a new chapter on survey data analysis using Stata’s svy: prefix command and a chapter on the multilevel and mixed model commands introduced in Stata 10. Chapter 3, covering graphics, has been updated to include a section demonstrating Stata’s Graph Editor. The entire book has also been updated to reflect changes in output, syntax, and features. -------------------------------------------------------------------------------- Table of contents Preface 1 Stata and Stata Resources A Typographical Note An Example Stata Session Stata’s Documentation and Help Files Searching for Information StataCorp The Stata Journal Books Using Stata 2 Data Management Example Commands Creating a New Dataset Specifying Subsets of the Data: in and if Qualifiers Generating and Replacing Variables Missing Value Codes Using Functions Converting between Numeric and String Formats Creating New Categorical and Ordinal Variables Using Explicit Subscripts with Variables Importing Data from Other Programs Combining Two or More Stata Files Transposing, Reshaping, or Collapsing Data Using Weights Creating Random Data and Random Samples Writing Programs for Data Management Managing Memory 3 Graphs Example Commands Histograms Scatterplots Line Plots Connected-Line Plots Other Twoway Plot Types Box Plots Pie Charts Bar Charts Dot Plots Symmetry and Quantile Plots Adding Text to Graphs Overlaying Multiple Twoway Plots Graphing with Do-Files Retrieving and Combining Graphs Graph Editor Creative Graphing 4 Summary Statistics and Tables Example Commands Summary Statistics for Measurement Variables Exploratory Data Analysis Normality Tests and Transformations Frequency Tables and Two-Way Cross-Tabulations Multiple Tables and Multi-Way Cross-Tabulations Tables of Means, Medians, and Other Summary Statistics Using Frequency Weights 5 ANOVA and Other Comparison Methods Example Commands One-Sample Tests Two-Sample Tests One-Way Analysis of Variance (ANOVA) Two- and N-Way Analysis of Variance Analysis of Covariance (ANCOVA) Predicted Values and Error-Bar Charts 6 Linear Regression Analysis Example Commands The Regression Table Multiple Regression Predicted Values and Residuals Basic Graphs for Regression Correlations Hypothesis Tests Dummy Variables Automatic Categorical-Variable Indicators and Interactions Stepwise Regression Polynomial Regression 7 Regression Diagnostics Example Commands SAT Score Regression, Revisited Diagnostic Plots Diagnostic Case Statistics Multicollinearity 8 Fitting Curves Example Commands Band Regression Lowess Smoothing Regression with Transformed Variables — 1 Regression with Transformed Variables — 2 Conditional Effect Plots Nonlinear Regression — 1 Nonlinear Regression — 2 9 Robust Regression Example Commands Regression with Ideal Data Y Outliers X Outliers (Leverage) Asymmetrical Error Distributions Robust Analysis of Variance Further rreg and qreg Applications Robust Estimates of Variance — 1 Robust Estimates of Variance — 2 10 Logistic Regression Example Commands Space Shuttle Data Using Logistic Regression Conditional Effect Plots Diagnostic Statistics and Plots Logistic Regression with Ordered-Category y Multinomial Logistic Regression 11 Survival and Event-Count Models Example Commands Survival-Time Data Count-Time Data Kaplan–Meier Survivor Functions Cox Proportional Hazard Models Exponential and Weibull Regression Poisson Regression Generalized Linear Models 12 Principal Components, Factor, and Cluster Analysis Example Commands Principal Components Rotation Factor Scores Principal Factoring Maximum-Likelihood Factoring Cluster Analysis — 1 Cluster Analysis — 2 13 Time Series Analysis Example Commands Smoothing Further Time Plot Examples Lags, Leads, and Differences Correlograms ARIMA Models ARMAX Models 14 Survey Data Analysis Example Commands Probability Weights Poststratification Weights Declare Survey Data Survey-Weighted Tables and Graphs Regression-Type Modeling Conditional Effect Plots for Interactions Other Tools for Survey Analysis 15 Multilevel and Mixed-Effects Modeling Example Commands Regression with Random Intercepts Random Intercepts and Slopes Multiple Random Slopes Nested Levels Cross-Sectional Time Series Mixed-Effects Logit Regression 16 Introduction to Programming Basic Concepts and Tools Example Program: Moving Autocorrelation Ado-File Help File Example Program: Plot Survey Variables Monte Carlo Simulation Matrix Programming with Mata References Index |
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