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SIMPLE.REGRESSION (version 0.2.1)

OLS, Moderated, Logistic, and Count Regressions Made Simple

Description

Provides SPSS- and SAS-like output for least squares multiple regression, logistic regression, and count variable regressions. Detailed output is also provided for OLS moderated regression, interaction plots, and Johnson-Neyman regions of significance. The output includes standardized coefficients, partial and semi-partial correlations, collinearity diagnostics, plots of residuals, and detailed information about simple slopes for interactions. The output for some functions includes Bayes Factors and, if requested, regression coefficients from Bayesian Markov Chain Monte Carlo analyses. There are numerous options for model plots. The REGIONS_OF_SIGNIFICANCE function also provides Johnson-Neyman regions of significance and plots of interactions for both lm and lme models.

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Version

Install

install.packages('SIMPLE.REGRESSION')

Monthly Downloads

228

Version

0.2.1

License

GPL (>= 2)

Maintainer

Brian O'Connor

Last Published

January 12th, 2025

Functions in SIMPLE.REGRESSION (0.2.1)

OLS_REGRESSION

Ordinary least squares regression
PLOT_MODEL

Plots predicted values for a regression model
SIMPLE.REGRESSION-package

SIMPLE.REGRESSION
data_Pituch_Stevens_2016

data_Pituch_Stevens_2016
data_Cohen_Aiken_West_2003_7

data_Cohen_Aiken_West_2003_7
data_Kremelburg_2011

data_Kremelburg_2011
data_Huitema_2011

data_Huitema_2011
data_Chapman_Little_2016

data_Chapman_Little_2016
data_Cohen_Aiken_West_2003_9

data_Cohen_Aiken_West_2003_9
data_Bodner_2016

data_Bodner_2016
data_Green_Salkind_2014

data_Green_Salkind_2014
LOGISTIC_REGRESSION

Logistic regression
data_Pedhazur_1997

data_Pedhazur_1997
data_Orme_2009_5

data_Orme_2009_5
data_Halvorson_2022_pois

data_Halvorson_2022_pois
data_Halvorson_2022_log

data_Halvorson_2022_log
data_Meyers_2013

data_Meyers_2013
data_Lorah_Wong_2018

data_Lorah_Wong_2018
data_Orme_2009_2

data_Orme_2009_2
data_OConnor_Dvorak_2001

data_OConnor_Dvorak_2001
COUNT_REGRESSION

Count data regression
PARTIAL_COEFS

Standardized coefficients and partial correlations for multiple regression
MODERATED_REGRESSION

Moderated multiple regression
REGIONS_OF_SIGNIFICANCE

Plots of Johnson-Neyman regions of significance for interactions
data_Bauer_Curran_2005

data_Bauer_Curran_2005