AI-NeuralNet-Kohonen

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lib/AI/NeuralNet/Kohonen.pm  view on Meta::CPAN

		}
	}
	foreach my $target (@{ $targets}){
		$_ = $self->find_bmu($target);
		push @$_, $target->{class}||"?";
		push @{$self->{results}}, $_;
	}
	# Make it a scalar if it's a scalar
#	if ($#{$self->{results}} == 0){
#		$self->{results} = @{$self->{results}}[0];
#	}
	return wantarray? @{$self->{results}} : $self->{results};
}


=head1 METHOD map_results

Clears the C<map> and fills it with the results.

The sole paramter is passed to the L<METHOD clear_map>.
L<METHOD get_results> is then called, and the results
returned fed into the object field C<map>.

This may change, as it seems misleading to re-use that field.

=cut

sub map_results { my $self=shift;

}


=head1 METHOD dump

Print the current weight values to the screen.

=cut

sub dump { my $self=shift;
	print "    ";
	for my $x (0..$self->{map_dim_x}){
		printf ("  %02d ",$x);
	}
	print"\n","-"x107,"\n";
	for my $x (0..$self->{map_dim_x}){
		for my $w (0..$self->{weight_dim}){
			printf ("%02d | ",$x);
			for my $y (0..$self->{map_dim_y}){
				printf("%.2f ", $self->{map}->[$x]->[$y]->{weight}->[$w]);
			}
			print "\n";
		}
		print "\n";
	}
}

=head1 METHOD smooth

Perform gaussian smoothing upon the map.

Accepts: the length of the side of the square gaussian mask to apply.
If not supplied, uses the value in the field C<smoothing>; if that is
empty, uses the square root of the average of the map dimensions
(C<map_dim_a>).

Returns: a true value.

=cut

sub smooth { my ($self,$smooth) = (shift,shift);
	$smooth = $self->{smoothing} if not $smooth and defined $self->{smoothing};
	return unless $smooth;
	$smooth = int( sqrt $self->{map_dim_a} );
	my $mask = _make_gaussian_mask($smooth);

	# For every weight at every point
	for my $x (0..$self->{map_dim_x}){
		for my $y (0..$self->{map_dim_y}){
			for my $w (0..$self->{weight_dim}){
				# Apply the mask
				for my $mx (0..$smooth){
					for my $my (0..$smooth){
						$self->{map}->[$x]->[$y]->{weight}->[$w] *= $mask->[$mx]->[$my];
					}
				}
			}
		}
	}
	return 1;
}



=head1 METHOD load_input

Loads a SOM_PAK-format file of input vectors.

This method is automatically accessed if the constructor is supplied
with an C<input_file> field.

Requires: a path to a file.

Returns C<undef> on failure.

See L</FILE FORMAT>.

=cut

sub load_input { my ($self,$path) = (shift,shift);
	local *IN;
	if (not open IN,$path){
		warn "Could not open file <$path>: $!";
		return undef;
	}
	@_ = <IN>;
	close IN;
	$self->_process_input_text(\@_);
	return 1;
}




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