Introduction to Regression Analysis
نویسنده
چکیده
This course is an introduction to the mainstay of quantitative empirical work in political science, the linear regression model. We begin by putting the regression model in context by discussing causation, generalization, and quasi-experimentation. We then introduce the basic two-variable regression model, discuss its assumptions, and learn how to test hypotheses with it. This is followed by the presentation of the multiple regression model and then an exploration into common pitfalls of regression analysis. If time permits, we will cover various extensions including dichotomous choice models (e.g., vote for the incumbent or not), multinomial choice models (e.g., vote choice in multi-candidate elections), duration models (e.g., the stability of coalition governments), and so on. We also will spend some time on how to best present results from regression models.
منابع مشابه
Introduction Package CircOutlier For Detection of Outliers in Circular-Circular Regression
One of the most important problem in any statistical analysis is the existence of unexpected observations. Some observations are not a part of the study and are known as outliers. Studies have shown that the outliers affect to the performance of statistical standard methods in models and predictions. The point of this work is to provide a couple of statistical package in R software to identi...
متن کاملComparison between Efficiency of Poisson Regression Model and Negative Binomial Regression in the Analysis of Factors Affecting Mortality from Cardiovascular Diseases in Yazd Province in 2017
Introduction: Despite the advances in cardiovascular diseases, death caused by these diseases is still considered as the leading cause of mortality. In this study, some of the effective factors on the deaths caused by cardiovascular diseases were investigated Methods: This cross-sectional analytical study investigated the efficacy of Poisson regression models and negative binomial regres...
متن کاملPrevalence of Job Stress in Nurses Working in Iranian Hospitals: A Systematic Review, Meta-Analysis and Meta- Regression Study
Introduction: One of the most common psychiatric disorders in nurses is job stress. Regarding the inconsistency of the studies conducted in nurses working in Iran, the present structured review and meta- analysis study was conducted to determine the prevalence of job stress in nurses working in Iranian hospitals. Materials and Methods: The present study is a systematic review and meta-analysis...
متن کاملParametric and Nonparametric Regression with Missing X’s—A Review
This paper gives a detailed overview of the problem of missing data in parametric and nonparametric regression. Theoretical basics, properties as well as simulation results may help the reader to get familiar with the common problem of incomplete data sets. Of course, not all occurences can be discussed so this paper could be seen as an introduction to missing data within regression analysis an...
متن کاملComprehensive causal analysis of occupational accidents’ severity in the chemical industries; A field study based on feature selection and multiple linear regression techniques
Introduction: The causal analysis of occupational accidents’ severity in the chemical industries may improve safety design programs in these industries. This comprehensive study was implemented to analyze the factors affecting occupational accidents’ severity in the chemical industries. Methods and Materials: An analytical study was conducted in 22 chemical industries during 2016-2017. The stu...
متن کاملPredictive factors for general health status in Iranian high school students an unvariate and multivariate logistic regression analysis
Introduction: Adolescents are the important portions of the Iranian population. Adolescents health status has a critical role in their learning ability and their performance. The present study aimed to determine the predictive factors for general health status in Iranian high school students in 2014. Materials and methods: In a cross-sectional study evaluated the predictive factors for general...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Technometrics
دوره 47 شماره
صفحات -
تاریخ انتشار 2005