Statistics with STATA: Version 12 (8th Edition) By Lawrence C. Hamilton




Preface
Notes on the Eighth Edition       
Acknowledgments       

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 by Typing in Data       
Creating a New Dataset by Copy and Paste       
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       
Collapsing Data       
Reshaping Data       
Using Weights       
Creating Random Data and Random Samples       
Writing Programs for Data Management       

3        Graphs
Example Commands       
Histograms
Box Plots
Scatterplots and Overlays       
Line Plots and Connected-Line Plots       
Other Twoway Plot Types       
Bar Charts and Pie Charts       
Symmetry and Quantile Plots       
Adding Text to Graphs       
Graphing with Do-Files       
Retrieving and Combining Graphs       
Graph Editor       
Creative Graphing       

4        Survey Data
Example Commands       
Declare Survey Data       
Design Weights       
Poststratification Weights       
Survey-Weighted Tables and Graphs       
Bar Charts for Multiple Comparisons       

5        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       

6        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       
Factor Variables and Analysis of Covariance (ANCOVA)       
Predicted Values and Error-Bar Charts       

7        Linear Regression Analysis
Example Commands       
Simple Regression       
Correlation       
Multiple Regression       
Hypothesis Tests       
Dummy Variables       
Interaction Effects       
Robust Estimates of Variance       
Predicted Values and Residuals       
Other Case Statistics       
Diagnosing Multicollinearity and Heteroskedasticity       
Confidence Bands in Simple Regression       
Diagnostic Graphs       

8        Advanced Regression Methods
Example Commands       
Lowess Smoothing       
Robust Regression       
Further rreg and qreg Applications       
Nonlinear Regression — 1       
Nonlinear Regression — 2       
Box–Cox Regression       
Multiple Imputation of Missing Values       
Structural Equation Modeling       

9        Logistic Regression
Example Commands       
Space Shuttle Data       
Using Logistic Regression       
Marginal or Conditional Effects Plots       
Diagnostic Statistics and Plots       
Logistic Regression with Ordered-Category y       
Multinomial Logistic Regression       
Multiple Imputation of Missing Values — Logit Regression Example

10        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       

11        Principal Component, Factor and Cluster Analysis
Example Commands       
Principal Component Analysis and Principal Component Factoring       
Rotation       
Factor Scores       
Principal Factoring       
Maximum-Likelihood Factoring       
Cluster Analysis — 1       
Cluster Analysis — 2       
Using Factor Scores in Regression       
Measurement and Structural Equation Models       

12        Time Series Analysis
Example Commands       
Smoothing       
Further Time Plot Examples       
Recent Climate Change       
Leads, Lags and Differences       
Correlograms       
ARIMA Models       
ARMAX Models       

13        Multilevel and Mixed-Effects Modeling
Example Commands       
Regression with Random Intercepts       
Random Intercepts and Slopes       
Multiple Random Slopes       
Nested Levels       
Repeated Measurements       
Cross-Sectional Time Series       
Mixed-Effects Logit Regression       

14        Introduction to Programming
Basic Concepts and Tools       
Do-files       
Ado-files       
Programs       
Local macros       
Global macros       
Scalars       
Version       
Comments       
Looping       
If ... else       
Arguments       
Syntax       

Example Program: multicat (Plot Many Categorical Variables)       
Using multicat       
Help File       
Monte Carlo Simulation       
Matrix Programming with Mata       

Dataset Sources
References
Index

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