> K=function(x)
+ 0.75*(1-x^2)*(abs(x)<=1)
> m=function(X)
+ 0.5*exp(X^2)
> k=20
> grid=rep(0,k)
> a=-1;b=1
> for(i in 1:k)
+ grid=a+(i-1)*(b-a)/(k-1)
> Mestimated.NWE1=rep(0,k)
> n=100
> M=500
> rmse1=rep(0,M);
> for(j in 1:M){
+ X=runif(n,min=a,max=b)
+ e=rep(0,n)
+ for(i in 1:n)
+ e=rnorm(1,0,2*abs(X))
+ Y=m(X)+e
+ h1=cvbandNW(X,Y)$h
+ estimated.NWE1=rep(0,k)
+ for(i in 1:k){
+ X1=X[abs(X-grid)<=h1]
+ Y1=Y[abs(X-grid)<=h1]
+ Kvec=K((X1-grid))/h1)
错误: 意外的')' in:
" Y1=Y[abs(X-grid)<=h1]
Kvec=K((X1-grid))/h1)"
> lengh(Y1)=length(Kvec)
错误: 找不到对象'Kvec'
> S=sum(Kvec)
错误: 找不到对象'Kvec'
> if(S==0) S=S+0.001
错误: 找不到对象'S'
> estimated.NWE1=sum(Kvec*Y1)/s
错误: 找不到对象'Kvec'
> }
错误: 意外的'}' in "}"
> lengh(Y1)=length(Kvec)
错误: 找不到对象'Kvec'
> S=sum(Kvec)
错误: 找不到对象'Kvec'
> if(S==0) S=S+0.0001
错误: 找不到对象'S'
> estimated.NWE1=sum(Kvec*Y1)/S
错误: 找不到对象'Kvec'
> }
错误: 意外的'}' in "}"
> Mestimated.NWE1= Mestimated.NWE1+ estimated.NWE1
错误: 找不到对象'estimated.NWE1'
> rmse1[j]=sqrt(mean((estimated.NWE1-m(grid))^2))
Error in mean((estimated.NWE1 - m(grid))^2) : 找不到对象'estimated.NWE1'
> Estimated.NWE1=Mestimated.NWE1/M
>
整个代码这样
source("d:/R脚本/cvbandNW.R")
K=function(x)
0.75*(1-x^2)*(abs(x)<=1)
m=function(X)
0.5*exp(X^2)
k=20
grid=rep(0,k)
a=-1;b=1
for(i in 1:k)
grid=a+(i-1)*(b-a)/(k-1)
Mestimated.NWE1=rep(0,k)
n=100
M=500
rmse1=rep(0,M)
for(j in 1:M){
X=runif(n,min=a,max=b)
e=rep(0,n)
for(i in 1:n)
e=rnorm(1,0,2*abs(X))
Y=m(X)+e
h1=cvbandNW(X,Y)$h
estimated.NWE1=rep(0,k)
for(i in 1:k){
X1=X[abs(X-grid)<=h1]
Y1=Y[abs(X-grid)<=h1]
Kvec=K((X1-grid))/h1)
lengh(Y1)=length(Kvec)
S=sum(Kvec)
if(S==0) S=S+0.0001
estimated.NWE1=sum(Kvec*Y1)/S
}
Mestimated.NWE1= Mestimated.NWE1+ estimated.NWE1
rmse1[j]=sqrt(mean((estimated.NWE1-m(grid))^2))
Estimated.NWE1=Mestimated.NWE1/M
op=par(mfrow=c(2,2))
plot(grid,m(grid),type=”l”,xlab=”x”,ylab=”m(x)”),xlim=(-1,1),ylim=(.4,1.4))
lines(grid,estimated.NWE1,lty=2,col=2)
title(sub=”(a)”)
boxplot(remse1,xlab=””,ylab=”RMSEs”,range=3.5,names=”expression(REMSE[1])”)
title(sub=”(b)”)