Dimension Reduction Based on Sliced Inverse Regression
sinvreg' is used in the examples for the
semimrFulland
semimrOne` functions to obtain initial values based on sliced inverse regression (Li, 1991).
sinvreg(x, y, nslice = NULL)
x
: an n by p matrix of observations where n is the number of observations and p is the number of explanatory variables.y
: an n-dimentionsl vector of response values.nslice
: number of slices. Default is 10.A list containing the following elements: - direction: direction vector.
reducedx: reduced x.
eigenvalue: eigenvalues for reduced x.
nobs: number of observations within each slice.
# See examples for the 'semimrFull' function.
Li, K. C. (1991). Sliced inverse regression for dimension reduction. Journal of the American Statistical Association, 86(414), 316-327.
semimrFull
, semimrOne
Useful links