rui
2003-Jul-12 00:27 UTC
[R] More clear statement about the question of how to generate regression matrix with correlation matrix
Dear R community:
I am trying to do a simulation study mentioned by Fu (1998), Journal of
Computational and Graphical Statistics, Volume7, Number 3, Page 397-416. In
order to give a clear statement of quesion I copy the following paragraph from
the article: We compare the bridge model with the OLS, the lasso and the ridge
in a simulation of a linear regression model of 30 observations and 10
regressors Y = beta0 + beta1*x1 + ... + beta10*x10 + epsilon, where epsilon
follows a normal distribution with mean mu and standard deviation sigma. Ten
regression matrices {X}m, m=1,...,10, are generated from an orthonormal matrix X
of dimension 30*10 with different between-column pairwise correlation
coefficients {rho}m generated from uniform distribution U(-1, 1).
Thanks in advance.
Rui
[[alternative HTML version deleted]]
Spencer Graves
2003-Jul-12 00:52 UTC
[R] More clear statement about the question of how to generate regression matrix with correlation matrix
Dear Rui: If noone else responds, I suggest you forward my earlier comments to Fu and ask him. Spencer Graves rui wrote:> Dear R community: > > I am trying to do a simulation study mentioned by Fu (1998),Journal of Computational and Graphical Statistics, Volume7, Number 3, Page 397-416. In order to give a clear statement of quesion I copy the following paragraph from the article: We compare the bridge model with the OLS, the lasso and the ridge in a simulation of a linear regression model of 30 observations and 10 regressors Y = beta0 + beta1*x1 + ... + beta10*x10 + epsilon, where epsilon follows a normal distribution with mean mu and standard deviation sigma. Ten regression matrices {X}m, m=1,...,10, are generated from an orthonormal matrix X of dimension 30*10 with different between-column pairwise correlation coefficients {rho}m generated from uniform distribution U(-1, 1).> > Thanks in advance. > > Rui > [[alternative HTML version deleted]] > > ______________________________________________ > R-help at stat.math.ethz.ch mailing list > https://www.stat.math.ethz.ch/mailman/listinfo/r-help