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package Statistics::Descriptive::Smoother::Weightedexponential; |
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use strict; |
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use warnings; |
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use Carp; |
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119
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use base 'Statistics::Descriptive::Smoother'; |
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1100
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our $VERSION = '3.0702'; |
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sub _new { |
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my ($class, $args) = @_; |
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100
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if (scalar @{$args->{data}} != scalar @{$args->{samples}}) { |
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carp("Number of data values and samples need to be the same\n"); |
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return; |
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} |
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return bless $args || {}, $class; |
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} |
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# The name of the variables used in the code refers to the explanation in the pod |
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sub get_smoothed_data { |
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my ($self) = @_; |
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3
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my (@smoothed_values, @Wts); |
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# W(0) = N(0) |
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push @Wts, @{$self->{samples}}[0]; |
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# S(0) = X(0) |
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push @smoothed_values, @{$self->{data}}[0]; |
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3
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my $C = $self->get_smoothing_coeff(); |
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3
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foreach my $idx (1 .. ($self->{count} -1)) { |
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my $Xt = $self->{data}->[$idx]; |
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my $Nt = $self->{samples}->[$idx]; |
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my $St_1 = $smoothed_values[-1]; |
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my $Wt_1 = $Wts[-1]; |
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push @Wts, $self->_get_Wt($Wt_1, $Nt); |
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my $coeff_a = $self->_get_coeff_A($Wt_1, $Nt); |
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my $coeff_b = $self->_get_coeff_B($Wt_1, $Nt); |
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my $smoothed_value = ( $St_1 * $coeff_a + $Xt * $coeff_b ) / ( $coeff_a + $coeff_b ); |
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push @smoothed_values, $smoothed_value; |
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} |
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3
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return @smoothed_values; |
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} |
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sub _get_Wt { |
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my ($self, $Wt_1, $Nt) = @_; |
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27
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my $C = $self->get_smoothing_coeff(); |
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27
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my $coeff_a = $self->_get_coeff_A($Wt_1, $Nt); |
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my $coeff_b = $self->_get_coeff_B($Wt_1, $Nt);; |
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27
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return (($Wt_1 * $coeff_a + $Nt * $coeff_b)/($coeff_a + $coeff_b)); |
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} |
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sub _get_coeff_A { |
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54
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54
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my ($self, $Wt_1, $Nt) = @_; |
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62
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54
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111
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my $C = $self->get_smoothing_coeff(); |
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54
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return $C * ( $Wt_1 / ($Wt_1 + $Nt) ); |
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} |
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66
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sub _get_coeff_B { |
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54
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54
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98
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my ($self, $Wt_1, $Nt) = @_; |
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69
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54
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114
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my $C = $self->get_smoothing_coeff(); |
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54
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return (1 - $C) * ( $Nt / ($Nt + $Wt_1) ); |
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} |
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73
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1; |
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__END__ |