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## File Name: mice_imputation_create_interactions.R
## File Version: 1.191
#** create interactions
mice_imputation_create_interactions <- function (y_, xobs_, xall_,
index_int_, min_int_cor_, maxcols_, imputationWeights=NULL, ry=NULL,
use_weights=FALSE )
{
weights_obs <- 0
if (use_weights){
weights_obs <- normalize_vector(imputationWeights[ry])
y_ <- miceadds_weighted_scaling_y(y=y_, w=weights_obs)
xobs_ <- mice_imputation_pls_scale_x( x=xobs_, imputationWeights=weights_obs,
use_weights=use_weights )
weights_obs <- weights_obs / length(weights_obs)
}
res <- miceadds_rcpp_create_interactions( Yr=y_, Xr=xobs_, Xallr=xall_,
index_int=index_int_, MI=min_int_cor_, maxcols=maxcols_,
use_weights=use_weights, weights_obs=weights_obs)
r1 <- res$allcorrs
r1[ is.na( r1[,1] ), 1] <- 0
#---- remove some interactions with SD=0
g00 <- which( r1[,1] %in% c(-Inf,Inf) )
if ( length(g00) > 0 ){
r1[ g00, 1 ] <- 0
r1[ g00, 2 ] <- 0
xint <- res$xint
xint <- xint[, - g00 ]
res$N_interactions <- ncol(xint)
res$xint <- xint
res$allcorrs <- r1
}
return(res)
}
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