Displaying 1 result from an estimated 1 matches for "dev_x2".
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dev_xx
2011 Jun 16
0
proportion explained by each term in a GAM
...ple adapted from the
previous post from Simon Wood. I guess so...
## fit full and reduced models...
b <- gam(y~offset(x)+s(x1)+s(x2))
b1 <- gam(y~offset(x)+s(x1),sp=b$sp[
1])
b2 <- gam(y~offset(x)+s(x2),sp=b$sp[2])
b0 <- gam(y~offset(x)+1)
## calculate proportions deviance explained...
dev_x2 <-(deviance(b1)-deviance(b))/deviance(b0) ## prop explained by s(x2)
dev_x1 <-(deviance(b2)-deviance(b))/deviance(b0) ## prop explained by s(x1)
for example, if dev_x2 = 0.4 and dev_x1 =0.1, is the remaining 0.5
corresponds to the proportion of variance explained by the interaction
between t...