Created
July 12, 2013 21:24
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dmvnorm_arma
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#include <RcppArmadillo.h> | |
#include <Rcpp.h> | |
#include <omp.h> | |
// [[Rcpp::depends("RcppArmadillo")]] | |
// [[Rcpp::export]] | |
arma::vec Mahalanobis(arma::mat x, arma::rowvec center, arma::mat cov, int cores){ | |
omp_set_num_threads( cores ); | |
int n = x.n_rows; | |
arma::mat x_cen; | |
x_cen.copy_size(x); | |
#pragma omp parallel for schedule(dynamic) | |
for (int i=0; i < n; i++) { | |
x_cen.row(i) = x.row(i) - center; | |
} | |
return sum((x_cen * cov.i()) % x_cen, 1); | |
} | |
// [[Rcpp::export]] | |
arma::vec dmvnorm_arma ( arma::mat x, arma::rowvec mean, arma::mat sigma, bool log, int cores){ | |
arma::vec distval = Mahalanobis(x, mean, sigma, cores); | |
double logdet = sum(arma::log(arma::eig_sym(sigma))); | |
double log2pi = 1.8378770664093454835606594728112352797227949472755668; | |
arma::vec logretval = -( (x.n_cols * log2pi + logdet + distval)/2 ) ; | |
if(log){ | |
return(logretval); | |
}else { | |
return(exp(logretval)); | |
} | |
} | |
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