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######################### -*- Mode: Perl -*- ######################### |
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## |
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## File : Average.pm |
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## |
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## Author : Norbert Goevert |
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## Created On : Wed Feb 5 17:22:44 1997 |
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## Last Modified : Time-stamp: <2000-11-23 17:45:59 goevert> |
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## |
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## Description : calculate average over precision curves |
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## |
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## $Id: Average.pm,v 1.28 2003/06/13 12:29:30 goevert Exp $ |
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## |
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###################################################################### |
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use strict; |
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=pod #---------------------------------------------------------------# |
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=head1 NAME |
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RePrec - compute average of recall-precision curves |
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=head1 SYNOPSIS |
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require RePrec::Average; |
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$av = RePrec::Average->new(@reprecs); |
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$av->calculate; |
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$av->gnuplot; |
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=head1 DESCRIPTION |
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Given some recall-precision RePrec(3) oobjects the average precision |
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over same recall points is calculated (macro measure). |
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=head1 METHODS |
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=over |
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=cut #---------------------------------------------------------------# |
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package RePrec::Average; |
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use Carp; |
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use IO::File; |
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require RePrec::Tools; |
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our $VERSION; |
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'$Name: release_0_32 $ 0_0' =~ /(\d+)[-_](\d+)/; $VERSION = sprintf '%d.%03d', $1, $2; |
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## public ############################################################ |
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=pod #---------------------------------------------------------------# |
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=item $av = RePrec::Average->new(@reprecs) |
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constructor. @reprecs is an array of RePrec(3) objects. |
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=cut #---------------------------------------------------------------# |
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sub new { |
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my $proto = shift; |
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my $class = ref($proto) || $proto; |
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my $self = {}; |
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$self->{rp} = [ @_ ]; |
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$self->{divisor} = scalar @_; |
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bless $self => $class; |
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} |
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=cut #---------------------------------------------------------------# |
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=item ($graph, $average) = $rp->calculate([$points]) |
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calculates precision values for $points (see respective method in |
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RePrec(3)). As a result you get a list of (recall, average precision) |
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pairs (array of array references with two elements each) and the |
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averaged average precision (over all recall points computed). |
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=cut #---------------------------------------------------------------# |
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sub calculate { |
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my $self = shift; |
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my $points = shift; |
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my(%sum, $sum); |
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foreach (@{$self->{rp}}) { |
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my($result, $average) = @{$_->calculate($points)}; |
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unless ($result) { |
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$self->{divisor}--; |
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next; |
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} |
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foreach my $point (@{$result}) { |
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$sum{$point->[0]} += $point->[1]; |
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} |
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$sum += $average; |
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} |
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my @average; |
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foreach (sort keys %sum) { |
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push @average, [$_, $sum{$_} / $self->{divisor}]; |
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} |
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my $average = $sum / $self->{divisor}; |
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$self->{rpgraph} = [ \@average, $average]; |
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} |
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=cut #---------------------------------------------------------------# |
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=item $rp->gnuplot([$gnuplot]) |
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plot curve with gnuplot(1). $gnuplot is a hash reference where |
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parameters for gnuplot can be set. |
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=cut #---------------------------------------------------------------# |
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sub gnuplot { |
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my $self = shift; |
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my %gnuplot = @_; |
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return undef unless $self->{rpgraph}; |
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$gnuplot{output} ||= '/tmp/RPave'; |
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RePrec::Tools::gnuplot(@{$self->{rpgraph}}, \%gnuplot); |
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} |
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=pod #---------------------------------------------------------------# |
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=item $rp->write_rpdata($file, [$average]); |
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Write the recall-precision data to file(s). Writes data for average |
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precision if $average is true. |
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=cut #---------------------------------------------------------------# |
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sub write_rpdata { |
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my $self = shift; |
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my $file = shift; |
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my $average = shift; |
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return undef unless $self->{rpgraph}; |
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if ($average) { |
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RePrec::Tools::write_rpdata($file, @{$self->{rpgraph}}); |
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} else { |
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RePrec::Tools::write_rpdata($file, $self->{rpgraph}->[0]); |
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} |
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} |
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## private ########################################################### |
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=pod #---------------------------------------------------------------# |
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=back |
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=head1 BUGS |
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Yes. Please let me know! |
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=head1 SEE ALSO |
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gnuplot(1), |
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perl(1). |
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=head1 AUTHOR |
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Norbert GEvert EFE |
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=cut #---------------------------------------------------------------# |
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1; |
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__END__ |