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noise
2016 Apr 22
0
R2BayesX help
.../3+2 * sin(4 * pi * (x3 - 0.2) *(x4 - 0.7))
}
#the dataset
nsample<-40 #sample size
x1.tot<-runif(nsample,0,1)
x2.tot<-runif(nsample,0,1)
x3.tot<-runif(nsample,0,1)
x4.tot<-runif(nsample,0,1)
x5.tot<-runif(nsample,0,1)
x6.tot<-runif(nsample,0,1)
x7.tot<-runif(nsample,0,1)
pnoise<-0.2
eta<-f2(x1.tot,x2.tot,x3.tot,x4.tot)
y.tot<-eta+pnoise*rnorm(nsample,0,1)
d<-data.frame(y.tot,x1.tot,x2.tot,x3.tot,x4.tot,x5.tot,x6.tot,x7.tot)
nk2<-5
# the full model that contains the interactions of all pairs of x1~x7, 21
terms in total
fr2<-y.tot ~ sx(x1.tot, x2.tot, kn...