Statistics::Contingency 0.06 review
DownloadStatistics::Contingency is a Perl module to calculate precision, recall, F1, accuracy, etc. SYNOPSIS use Statistics::Contingen
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Statistics::Contingency is a Perl module to calculate precision, recall, F1, accuracy, etc.
SYNOPSIS
use Statistics::Contingency;
my $s = new Statistics::Contingency(categories => @all_categories);
while (...something...) {
...
$s->add_result($assigned_categories, $correct_categories);
}
print "Micro F1: ", $s->micro_F1, "n"; # Access a single statistic
print $s->stats_table; # Show several stats in table form
The Statistics::Contingency class helps you calculate several useful statistical measures based on 2x2 "contingency tables". I use these measures to help judge the results of automatic text categorization experiments, but they are useful in other situations as well.
The general usage flow is to tally a whole bunch of results in the Statistics::Contingency object, then query that object to obtain the measures you are interested in. When all results have been collected, you can get a report on accuracy, precision, recall, F1, and so on, with both macro-averaging and micro-averaging over categories.
Requirements:
Perl
Statistics::Contingency 0.06 keywords