What is the linear regression equations for the following linear model for each
ID: 2925025 • Letter: W
Question
What is the linear regression equations for the following linear model for each region including the interaction effects?
Call:
lm(formula = moral ~ mobility + hetero + region + mobility *
region + hetero * region, data = Angell)
Residuals:
Min 1Q Median 3Q Max
-3.5959 -1.4144 0.1573 1.3653 3.4380
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 22.49818 7.38937 3.045 0.00472 **
mobility -0.21819 0.36812 -0.593 0.55767
hetero -0.15591 0.09081 -1.717 0.09596 .
regionMW -4.47440 8.63337 -0.518 0.60795
regionS -8.73968 8.56794 -1.020 0.31560
regionW -11.14677 10.81191 -1.031 0.31053
mobility:regionMW 0.11312 0.38498 0.294 0.77084
mobility:regionS 0.11665 0.37895 0.308 0.76028
mobility:regionW 0.28398 0.39916 0.711 0.48213
hetero:regionMW 0.01719 0.12656 0.136 0.89286
hetero:regionS 0.10396 0.09745 1.067 0.29431
hetero:regionW -0.04319 0.25978 -0.166 0.86903
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 2.19 on 31 degrees of freedom
Multiple R-squared: 0.7225, Adjusted R-squared: 0.6241
F-statistic: 7.338 on 11 and 31 DF, p-value: 5.413e-06
Explanation / Answer
The linear regression equation is formed using the coefficient values of the output table
moral = 22.49 -0.218*mobility -0.155*hetero -4.47*region-8.73*regionS -11.14*regionW+0.113*mobilityregionMw +0.116*mobilityregionS +0.283*mobilityregionW +0.017*heteroregionMw +0.103*heteroregionS-0.043*heteroregionW
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