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Event History Analysis with Stata By Hans-Peter Blossfeld, Gtz Rohwer, Katrin Golsch
Publisher: Lawrence Erlbaum
Number Of Pages: 312
Publication Date: 2007-02-02
bookbug曾发过此书扫描版，www.pinggu.org/bbs/b67i337071.html
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Product Description:
Event History Analysis With Stata provides an introduction to event history modeling techniques using Stata (version 9), a widely used statistical program that provides tools for data analysis. The book emphasizes the usefulness of event history models for causal analysis in the social sciences and the application of continuous-time models.
The authors illustrate the entire research path required in the application of event-history analysis, from the initial problems of recording event-oriented data, to data organization, to applications using the software, to the interpretation of results. The book also demonstrates, through example, how to implement hypotheses tests and how to choose the right model. The strengths and limitations of various techniques are emphasized in each example, along with an introduction to the model, details on how to input data, and the related Stata commands. Each application is accompanied by a brief explanation of the underlying statistical concept.
Readers are offered the unique opportunity to easily run and modify all of the book’s application examples on a computer, by visiting the author’s Web site at http://www.uni-bamberg.de/sowi/soziologie-i/eha/. Examples include survival rates of patients in medical studies; unemployment periods in economic studies; and the time it takes a criminal to break the law after his release in a criminological study. This new book supplements Event History Analysis, by Blossfeld et al, and Techniques of Event History Modeling, by Blossfeld and Rohwer, extending on their coverage of practical applications and statistical theory.
Intended for researchers in a variety of fields such as statistics, economics, psychology, sociology, and political science, Event History Analysis With Stata also serves as a text, in combination with the authors’ other two books, for courses on event history analysis.
Table of contents
Preface
1 Introduction
1.1 Causal Modeling and Observation Plans
1.1.1 Cross-Sectional Data
1.1.2 Panel Data
1.1.3 Event History Data
1.2 Event History Analysis and Causal Modeling
2 Event History Data Structures
2.1 Basic Terminology
2.2 Event History Data Organization
3 Nonparametric Descriptive Methods
3.1 Life Table Method
3.2 Product-Limit Estimation
3.3 Comparing Survivor Functions
4 Exponential Transition Rate Models
4.1 The Basic Exponential Model
4.1.1 Maximum Likelihood Estimation
4.1.2 Models without Covariates
4.1.3 Time-Constant Covariates
4.2 Models with Multiple Decisions
4.3 Models with Multiple Episodes
5 Piecewise Constant Exponential Models
5.1 The Basic Model
5.2 Models without Covariates
5.3 Models with Proportional Covariate Effects
5.4 Models with Period-Specific Effects
6 Exponential Models with Time-Dependent Covariates
6.1 Parallel and Interdependent Processes
6.2 Interdependent Processes: The System Approach
6.3 Interdependent Processes: The Causal Approach
6.4 Episode Splitting with Qualitative Covariates
6.5 Episode Splitting with Quantitative Covariates
6.6 Application Examples
7 Parametric Models of Time-Dependence
7.1 Interpretation of Time-Dependence
7.2 Gompertz Models
7.3 Weibull Models
7.4 Log-Logistic Models
7.5 Log-Normal Models
8 Methods to Check Parametric Assumptions
8.1 Simple Graphical Methods
8.2 Pseudoresiduals
9 Semiparametric Transition Rate Models
9.1 Partial Likelihood Estimation
9.2 Time-Dependent Covariates
9.3 The Proportionality Assumption
9.4 Baseline Results and Survivor Functions
9.5 Application Example
10 Problems of Model Specification
10.1 Unobserved Heterogeneity
10.2 Models with a Mixture Distribution
10.2.1 Models with a Gamma Mixture
10.2.2 Exponential Models with a Gamma Mixture
10.2.3 Weibull Models with a Gamma Mixture
10.3 Discussion
References
About the Authors
Index
[此贴子已经被作者于2008-10-17 12:08:00编辑过]
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