I've created a nice plot using scatter3d() and Rcmdr. That plot contains two nice surface smooths. Now I'd like to add to this plot one more surface, the truth (i.e. the surface defined by the function generating my observations minus the noise component).
Here is my code so far:
library(car)
set.seed(1)
n <- 200 # number of observations (x,y,z) to be generated
sd <- 0.3 # standard deviation for error term
x <- runif(n) # generate x component
y <- runif(n) # generate y component
r <- sqrt(x^2+y^2) # used to compute z values
z_t <- sin(x^2+3*y^2)/(0.1+r^2) + (x^2+5*y^2)*exp(1-r^2)/2 # calculate values of true regression function
z <- z_t + rnorm(n, sd = sd) # overlay normally distrbuted 'noise'
dm <- data.frame(x=x, y=y, z=z) # data frame containing (x,y,z) observations
dm_t <- data.frame(x=x,y=y, z=z_t) # data frame containing (x,y) observations and the corresponding value of the *true* regression function
# Create 3D scatterplot of:
# - Observations (this includes 'noise')
# - Surface given by Additive Model fit
# - Surface given by bivariate smoother fit
scatter3d(dm$x, dm$y, dm$z, fit=c("smooth","additive"), bg="white",
axis.scales=TRUE, grid=TRUE, ellipsoid=FALSE, xlab="x", ylab="z", zlab="y")
The solution given in another thread is to then define a function:
my_surface <- function(f, n=10, ...) {
ranges <- rgl:::.getRanges()
x <- seq(ranges$xlim[1], ranges$xlim[2], length=n)
y <- seq(ranges$ylim[1], ranges$ylim[2], length=n)
z <- outer(x,y,f)
surface3d(x, y, z, ...)
}
f <- function(x, y)
sin(x^2+3*y^2)/(0.1+r^2) + (x^2+5*y^2)*exp(1-r^2)/2
my_surface(f, alpha=0.2)
This however yields an error, saying (translated from German since this is my system language, I apologize):
Error in outer(x, y, f) :
Dimension [Product 100] does not match the length of the object [200]
I then tried an alternative approach:
x <- seq(0,1,length=20)
y <- x
z <- outer(x,y,f)
surface3d(x,y,z)
This does add a surface to my plot but it doesn't look right at all (i.e. the observations are not even close to it). Here's what the supposed true surface looks like (this is obviously wrong): Thanks!
I think the problem may in fact be scaling. Here I created a couple of points that sit on the plane z = x+y. Then I proceeded to try to plot that plane using my method above:
library(car)
n <- 50
x <- runif(n)
y <- runif(n)
z <- x+y
scatter3d(x,y,z, surface = FALSE)
f <- function(x,y)
x + y
x_grid <- seq(0,1, length=20)
y_grid <- x_grid
z_grid <- outer(x_grid, y_grid, f)
surface3d(x_grid, y_grid, z_grid)
This gives me the following plot:
Maybe one of you can help me out with this?
