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package Algorithm::AM::DataSet::Item; |
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use strict; |
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use warnings; |
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our $VERSION = '3.10'; |
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# ABSTRACT: A single item for classification training and testing |
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use Carp; |
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our @CARP_NOT = qw(Algorithm::AM::DataSet); |
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use Exporter::Easy ( |
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OK => ['new_item'] |
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); |
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# use to assign unique ids to new items; not meant to be secure |
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# or anything, just unique. |
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my $current_id = 'a'; |
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#pod =head1 SYNOPSIS |
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#pod |
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#pod use Algorithm::AM::DataSet::Item 'new_item'; |
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#pod |
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#pod my $item = new_item( |
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#pod features => ['a', 'b', 'c'], |
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#pod class => 'x', |
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#pod comment => 'a sample, meaningless item' |
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#pod ); |
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#pod |
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#pod =head1 DESCRIPTION |
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#pod |
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#pod This class represents a single item contained in a data set. Each |
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#pod item has a feature vector and possibly a class label and comment |
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#pod string. Once created, the item is immutable. |
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#pod |
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#pod =head1 METHODS |
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#pod |
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#pod =head2 C |
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#pod |
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#pod Creates a new Item object. The only required argument is |
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#pod 'features', which should be an array ref containing the feature |
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#pod vector. Each element of this array should be a string indicating the |
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#pod value of the feature at the given index. 'class' and 'comment' |
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#pod arguments are also accepted, where 'class' is the classification |
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#pod label and 'comment' can be any string to be associated with the item. |
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#pod A missing or undefined 'class' value is assumed to mean that the item |
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#pod classification is unknown. For the feature vector, empty strings are |
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#pod taken to indicate null values. |
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#pod |
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#pod =cut |
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sub new { |
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my ($class, %args) = @_; |
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if(!exists $args{features} || |
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'ARRAY' ne ref $args{features}){ |
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croak q[Must provide 'features' parameter of type array ref]; |
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} |
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my $self = {}; |
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for(qw(features class comment)){ |
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$self->{$_} = $args{$_}; |
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delete $args{$_}; |
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} |
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if(my $extra_keys = join ',', sort keys %args){ |
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croak "Unknown parameters: $extra_keys"; |
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} |
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$self->{id} = $current_id; |
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$current_id++; |
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bless $self, $class; |
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return $self; |
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} |
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#pod =head2 C |
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#pod |
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#pod This is an exportable shortcut for the new method. If exported, then |
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#pod instead of calling C<new>>, you may |
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#pod simply call C. |
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#pod |
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#pod =cut |
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sub new_item { |
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# unpack here so that warnings about odd numbers of elements are |
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# reported for this function, not for the new method |
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my %args = @_; |
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return __PACKAGE__->new(%args); |
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} |
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#pod =head2 C |
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#pod |
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#pod Returns the classification label for this item, or undef if the class |
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#pod is unknown. |
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#pod |
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#pod =cut |
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sub class { |
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my ($self) = @_; |
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return $self->{class}; |
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} |
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#pod =head2 C |
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#pod |
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#pod Returns the feature vector for this item. This is an arrayref |
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#pod containing the string value for each feature. An empty string |
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#pod indicates that the feature value is null (meaning that it has |
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#pod no value). |
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#pod |
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#pod =cut |
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sub features { |
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my ($self) = @_; |
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# make a safe copy |
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return [@{ $self->{features} }]; |
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} |
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#pod =head2 C |
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#pod |
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#pod Returns the comment for this item. By default, the comment is |
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#pod just a comma-separated list of the feature values. |
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#pod |
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#pod =cut |
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sub comment { |
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my ($self) = @_; |
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if(!defined $self->{comment}){ |
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$self->{comment} = join ',', @{ $self->{features} }; |
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} |
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return $self->{comment}; |
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} |
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#pod =head2 C |
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#pod |
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#pod Returns the length of the feature vector for this item. |
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#pod |
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#pod =cut |
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sub cardinality { |
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my ($self) = @_; |
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return scalar @{$self->features}; |
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} |
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#pod =head2 C |
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#pod |
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#pod Returns a unique string id for this item, for use as a hash key or |
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#pod similar situations. |
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#pod |
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#pod =cut |
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sub id { |
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my ($self) = @_; |
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return $self->{id}; |
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} |
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1; |
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__END__ |