An R package to compute commonality coefficients in the multiple regression case: an introduction to the package and a practical example.

نویسندگان

  • Kim Nimon
  • Mitzi Lewis
  • Richard Kane
  • R Michael Haynes
چکیده

Multiple regression is a widely used technique for data analysis in social and behavioral research. The complexity of interpreting such results increases when correlated predictor variables are involved. Commonality analysis provides a method of determining the variance accounted for by respective predictor variables and is especially useful in the presence of correlated predictors. However, computing commonality coefficients is laborious. To make commonality analysis accessible to more researchers, a program was developed to automate the calculation of unique and common elements in commonality analysis, using the statistical package R. The program is described, and a heuristic example using data from the Holzinger and Swineford (1939) study, readily available in the MBESS R package, is presented.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

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 کامل

Fuzzy decision making in testing hypotheses: An introduction to the packages ``FPV" and ``Fuzzy.p.value" with practical examples

This paper reviews and compares two R packages ``FPV" and ``Fuzzy.p.value".These packages are designed for testing hypotheses in a fuzzy environment using a fuzzy $p$-value based approach.In fact, the packages ``FPV" and ``Fuzzy.p.value" propose some useful functions for testing hypotheses when the data / hypotheses are fuzzy rather than crisp.The proposed methods and function...

متن کامل

Meta-Analysis in R Using Package rmeta

Meta-Analysis means a statistical analysis on the results of their findings is to combine a large number of independent studies. Meta-Analysis software is needed to be done for convenience, Statistical Software for Meta-Analysis is available in many statistical packages available in the present study provide software R is for Meta-Analysis. First, a brief description of the Meta-Analysis, Stati...

متن کامل

The Effectiveness of Training of Reading Assistant Package on Dyslexic childrens’ Working Memory - a Multiple Baseline Single Case Study

Introduction: ln literature review, cognitive problems such as poor working memory is considered as one of the main reading problems among dyslexic children. Therefore, the present study was conducted to determine the effect of Reading Assistant Package training on the working memory of dyslexic children. Methods: The present study was a single-subject research design of multiple baseline types...

متن کامل

The Effect of an Educational Package on Nutritional Knowledge, Attitude, and Behavior of Pregnant Women

Introduction: Adequate nutrition is an important part of a healthy pregnancy and nutrition education can play an important role in improving the health of the mother and her child. The aim of this study was to determine the effect of an educational package on nutritional knowledge, attitude, and behavior of pregnant women. Methods: : In this quasi-experimental study, 88 women of 8-14 weeks of ...

متن کامل

ذخیره 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 نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Behavior research methods

دوره 40 2  شماره 

صفحات  -

تاریخ انتشار 2008