I'm fairly sure (untested) that this will produce the same results in @group whilst using minimal memory and much more quickly:
#! perl -slw
use strict;
use List::Util qw[ sum ];
sub distance {
my( $iref, $wref, $dim, $s, $u ) = @_;
return sqrt(
sum(
map{
( $iref->[ $_ ][ $u ] - $wref->[ $_ ][ $s ] ) **2
} 0 .. $dim - 1
)
) / $dim;
}
my $U = my $S = 100000;
my $dimMax = 5;
my @group;
my @input_train = ...;
my @weights = ...;
for my $u ( 0 .. $U - 1 ) {
my $minDistance = 100;
$group[$u] = -99;
my $minS;
for my $s ( 0 .. $S -1 ) {
my $dist = distance( \@input_train, \@weights, $dimMax, $s, $u
+ );
if( $dist < $minDistance ) {
$minDistance = $distance[ $u ][ $s ];
$minS = $s;
}
}
$group[ $u ] = $minS;
}
Examine what is said, not who speaks -- Silence betokens consent -- Love the truth but pardon error.
"Science is about questioning the status quo. Questioning authority".
In the absence of evidence, opinion is indistinguishable from prejudice.
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