Description Usage Arguments Value See Also Examples
Returns B'X. That is, it computes the projection of the n x p design matrix X on the column space of B of dimension k.
1 2 | ## S3 method for class 'cve'
directions(object, k, ...)
|
object |
an object of class |
k |
SDR dimension to use for projection. |
... |
ignored (no additional arguments). |
the n x k dimensional matrix X B where B is the cve-estimate for dimension k.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 | # create B for simulation (k = 1)
B <- rep(1, 5) / sqrt(5)
set.seed(21)
# creat predictor data x ~ N(0, I_p)
x <- matrix(rnorm(500), 100, 5)
# simulate response variable
# y = f(B'x) + err
# with f(x1) = x1 and err ~ N(0, 0.25^2)
y <- x %*% B + 0.25 * rnorm(100)
# calculate cve with method 'mean' for k = 1
set.seed(21)
cve.obj.mean <- cve(y ~ x, k = 1, method = 'mean')
# get projected data for k = 1
x.proj <- directions(cve.obj.mean, k = 1)
# plot y against projected data
plot(x.proj, y)
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