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package AI::Categorizer::FeatureSelector::DocFrequency; |
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use strict; |
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use AI::Categorizer::FeatureSelector; |
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use base qw(AI::Categorizer::FeatureSelector); |
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use Params::Validate qw(:types); |
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use Carp qw(croak); |
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__PACKAGE__->contained_objects |
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( |
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features => { class => 'AI::Categorizer::FeatureVector', |
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delayed => 1 }, |
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); |
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# The KnowledgeSet keeps track of document frequency, so just use that. |
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sub rank_features { |
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my ($self, %args) = @_; |
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my $k = $args{knowledge_set} or die "No knowledge_set parameter provided to rank_features()"; |
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my %freq_counts; |
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foreach my $name ($k->features->names) { |
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$freq_counts{$name} = $k->document_frequency($name); |
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} |
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return $self->create_delayed_object('features', features => \%freq_counts); |
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} |
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sub scan_features { |
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my ($self, %args) = @_; |
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my $c = $args{collection} or die "No 'collection' parameter provided to scan_features()"; |
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my $doc_freq = $self->create_delayed_object('features'); |
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while (my $doc = $c->next) { |
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$args{prog_bar}->() if $args{prog_bar}; |
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$doc_freq->add( $doc->features->as_boolean_hash ); |
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} |
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print "\n" if $self->verbose; |
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return $self->reduce_features($doc_freq); |
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} |
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1; |
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__END__ |