diff docs/modules/txt/FingerprintsBitVector.txt @ 0:4816e4a8ae95 draft default tip

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date Wed, 20 Jan 2016 09:23:18 -0500
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+NAME
+    FingerprintsBitVector
+
+SYNOPSIS
+    use Fingerprints::FingerprintsBitVector;
+
+    use Fingerprints::FingerprintsBitVector qw(:coefficients);
+
+    use Fingerprints::FingerprintsBitVector qw(:all);
+
+DESCRIPTION
+    FingerprintsBitVector class provides the following methods:
+
+    new, BaroniUrbaniSimilarityCoefficient, BuserSimilarityCoefficient,
+    CosineSimilarityCoefficient, DennisSimilarityCoefficient,
+    DiceSimilarityCoefficient, FoldFingerprintsBitVectorByDensity,
+    FoldFingerprintsBitVectorBySize, ForbesSimilarityCoefficient,
+    FossumSimilarityCoefficient, GetBitsAsBinaryString,
+    GetBitsAsDecimalString, GetBitsAsHexadecimalString,
+    GetBitsAsOctalString, GetBitsAsRawBinaryString, GetDescription,
+    GetFingerprintsBitDensity, GetID, GetSpecifiedSize,
+    GetSupportedSimilarityCoefficients, GetVectorType,
+    HamannSimilarityCoefficient, IsFingerprintsBitVector, IsSubSet,
+    JacardSimilarityCoefficient, Kulczynski1SimilarityCoefficient,
+    Kulczynski2SimilarityCoefficient, MatchingSimilarityCoefficient,
+    McConnaugheySimilarityCoefficient, NewFromBinaryString,
+    NewFromDecimalString, NewFromHexadecimalString, NewFromOctalString,
+    NewFromRawBinaryString, OchiaiSimilarityCoefficient,
+    PearsonSimilarityCoefficient, RogersTanimotoSimilarityCoefficient,
+    RussellRaoSimilarityCoefficient, SetDescription, SetID,
+    SetSpecifiedSize, SetVectorType, SimpsonSimilarityCoefficient,
+    SkoalSneath1SimilarityCoefficient, SkoalSneath2SimilarityCoefficient,
+    SkoalSneath3SimilarityCoefficient, StringifyFingerprintsBitVector,
+    TanimotoSimilarityCoefficient, TverskySimilarityCoefficient,
+    WeightedTanimotoSimilarityCoefficient,
+    WeightedTverskySimilarityCoefficient, YuleSimilarityCoefficient
+
+    The methods available to create fingerprints bit vector from strings and
+    to calculate similarity coefficient between two bit vectors can also be
+    invoked as class functions.
+
+    FingerprintsBitVector class is derived from BitVector class which
+    provides the functionality to manipulate bits.
+
+    For two fingerprints bit vectors A and B of same size, let:
+
+        Na = Number of bits set to "1" in A
+        Nb = Number of bits set to "1" in B
+        Nc = Number of bits set to "1" in both A and B
+        Nd = Number of bits set to "0" in both A and B
+
+        Nt = Number of bits set to "1" or "0" in A or B (Size of A or B)
+        Nt = Na + Nb - Nc + Nd
+
+        Na - Nc = Number of bits set to "1" in A but not in B
+        Nb - Nc = Number of bits set to "1" in B but not in A
+
+    Then, various similarity coefficients [ Ref. 40 - 42 ] for a pair of bit
+    vectors A and B are defined as follows:
+
+    BaroniUrbani: ( SQRT( Nc * Nd ) + Nc ) / ( SQRT ( Nc * Nd ) + Nc + ( Na
+    - Nc ) + ( Nb - Nc ) ) ( same as Buser )
+
+    Buser: ( SQRT ( Nc * Nd ) + Nc ) / ( SQRT ( Nc * Nd ) + Nc + ( Na - Nc )
+    + ( Nb - Nc ) ) ( same as BaroniUrbani )
+
+    Cosine: Nc / SQRT ( Na * Nb ) (same as Ochiai)
+
+    Dice: (2 * Nc) / ( Na + Nb )
+
+    Dennis: ( Nc * Nd - ( ( Na - Nc ) * ( Nb - Nc ) ) ) / SQRT ( Nt * Na *
+    Nb)
+
+    Forbes: ( Nt * Nc ) / ( Na * Nb )
+
+    Fossum: ( Nt * ( ( Nc - 1/2 ) ** 2 ) / ( Na * Nb )
+
+    Hamann: ( ( Nc + Nd ) - ( Na - Nc ) - ( Nb - Nc ) ) / Nt
+
+    Jaccard: Nc / ( ( Na - Nc) + ( Nb - Nc ) + Nc ) = Nc / ( Na + Nb - Nc )
+    (same as Tanimoto)
+
+    Kulczynski1: Nc / ( ( Na - Nc ) + ( Nb - Nc) ) = Nc / ( Na + Nb - 2Nc )
+
+    Kulczynski2: ( ( Nc / 2 ) * ( 2 * Nc + ( Na - Nc ) + ( Nb - Nc) ) ) / (
+    ( Nc + ( Na - Nc ) ) * ( Nc + ( Nb - Nc ) ) ) = 0.5 * ( Nc / Na + Nc /
+    Nb )
+
+    Matching: ( Nc + Nd ) / Nt
+
+    McConnaughey: ( Nc ** 2 - ( Na - Nc ) * ( Nb - Nc) ) / ( Na * Nb )
+
+    Ochiai: Nc / SQRT ( Na * Nb ) (same as Cosine)
+
+    Pearson: ( ( Nc * Nd ) - ( ( Na - Nc ) * ( Nb - Nc ) ) / SQRT ( Na * Nb
+    * ( Na - Nc + Nd ) * ( Nb - Nc + Nd ) )
+
+    RogersTanimoto: ( Nc + Nd ) / ( ( Na - Nc) + ( Nb - Nc) + Nt) = ( Nc +
+    Nd ) / ( Na + Nb - 2Nc + Nt)
+
+    RussellRao: Nc / Nt
+
+    Simpson: Nc / MIN ( Na, Nb)
+
+    SkoalSneath1: Nc / ( Nc + 2 * ( Na - Nc) + 2 * ( Nb - Nc) ) = Nc / ( 2 *
+    Na + 2 * Nb - 3 * Nc )
+
+    SkoalSneath2: ( 2 * Nc + 2 * Nd ) / ( Nc + Nd + Nt )
+
+    SkoalSneath3: ( Nc + Nd ) / ( ( Na - Nc ) + ( Nb - Nc ) ) = ( Nc + Nd )
+    / ( Na + Nb - 2 * Nc )
+
+    Tanimoto: Nc / ( ( Na - Nc) + ( Nb - Nc ) + Nc ) = Nc / ( Na + Nb - Nc )
+    (same as Jaccard)
+
+    Tversky: Nc / ( alpha * ( Na - Nc ) + ( 1 - alpha) * ( Nb - Nc) + Nc ) =
+    Nc / ( alpha * ( Na - Nb ) + Nb)
+
+    Yule: ( ( Nc * Nd ) - ( ( Na - Nc ) * ( Nb - Nc ) ) ) / ( ( Nc * Nd ) +
+    ( ( Na - Nc ) * ( Nb - Nc ) ) )
+
+    The values of Tanimoto/Jaccard and Tversky coefficients are dependent on
+    only those bit which are set to "1" in both A and B. In order to take
+    into account all bit positions, modified versions of Tanimoto [ Ref. 42
+    ] and Tversky [ Ref. 43 ] have been developed.
+
+    Let:
+
+        Na' = Number of bits set to "0" in A
+        Nb' = Number of bits set to "0" in B
+        Nc' = Number of bits set to "0" in both A and B
+
+    Tanimoto': Nc' / ( ( Na' - Nc') + ( Nb' - Nc' ) + Nc' ) = Nc' / ( Na' +
+    Nb' - Nc' )
+
+    Tversky': Nc' / ( alpha * ( Na' - Nc' ) + ( 1 - alpha) * ( Nb' - Nc' ) +
+    Nc' ) = Nc' / ( alpha * ( Na' - Nb' ) + Nb')
+
+    Then:
+
+    WeightedTanimoto = beta * Tanimoto + (1 - beta) * Tanimoto'
+
+    WeightedTversky = beta * Tversky + (1 - beta) * Tversky'
+
+  METHODS
+    new
+            $NewFPBitVector = new Fingerprints::FingerprintsBitVector($Size);
+
+        Creates a new *FingerprintsBitVector* object of size *Size* and
+        returns newly created FingerprintsBitVector. Bit numbers range from
+        0 to 1 less than *Size*.
+
+    BaroniUrbaniSimilarityCoefficient
+            $Value = $FingerprintsBitVector->BaroniUrbaniSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      BaroniUrbaniSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *BaroniUrbani* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    BuserSimilarityCoefficient
+            $Value = $FingerprintsBitVector->BuserSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::BuserSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Buser* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    CosineSimilarityCoefficient
+            $Value = $FingerprintsBitVector->CosineSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::CosineSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Cosine* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    DennisSimilarityCoefficient
+            $Value = $FingerprintsBitVector->DennisSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::DennisSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Dennis* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    DiceSimilarityCoefficient
+            $Value = $FingerprintsBitVector->DiceSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::DiceSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Dice* similarity coefficient between two same size
+        *FingerprintsBitVectors*.
+
+    FoldFingerprintsBitVectorByDensity
+            $FingerprintsBitVector->FoldFingerprintsBitVectorByDensity($Density);
+
+        Folds *FingerprintsBitVector* by recursively reducing its size by
+        half until bit density of set bits is greater than or equal to
+        specified *Density* and returns folded *FingerprintsBitVector*.
+
+    FoldFingerprintsBitVectorBySize
+            $FingerprintsBitVector->FoldFingerprintsBitVectorBySize($Size);
+
+        Folds *FingerprintsBitVector* by recursively reducing its size by
+        half until size is less than or equal to specified *Size* and
+        returns folded *FingerprintsBitVector*.
+
+    ForbesSimilarityCoefficient
+            $Value = $FingerprintsBitVector->ForbesSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::ForbesSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Forbes* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    FossumSimilarityCoefficient
+            $Value = $FingerprintsBitVector->FossumSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::FossumSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Fossum* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    GetBitsAsBinaryString
+            $BinaryASCIIString = $FingerprintsBitVector->GetBitsAsBinaryString();
+
+        Returns fingerprints as a binary ASCII string containing 0s and 1s.
+
+    GetBitsAsHexadecimalString
+            $HexadecimalString = $FingerprintsBitVector->GetBitsAsHexadecimalString();
+
+        Returns fingerprints as a hexadecimal string.
+
+    GetBitsAsRawBinaryString
+            $RawBinaryString = $FingerprintsBitVector->GetBitsAsRawBinaryString();
+
+        Returns fingerprints as a raw binary string containing packed bit
+        values for each byte.
+
+    GetDescription
+            $Description = $FingerprintsBitVector->GetDescription();
+
+        Returns a string containing description of fingerprints bit vector.
+
+    GetFingerprintsBitDensity
+            $BitDensity = $FingerprintsBitVector->GetFingerprintsBitDensity();
+
+        Returns *BitDensity* of *FingerprintsBitVector* corresponding to
+        bits set to 1s.
+
+    GetID
+            $ID = $FingerprintsBitVector->GetID();
+
+        Returns *ID* of *FingerprintsBitVector*.
+
+    GetVectorType
+            $VectorType = $FingerprintsBitVector->GetVectorType();
+
+        Returns *VectorType* of *FingerprintsBitVector*.
+
+    GetSpecifiedSize
+            $Size = $FingerprintsBitVector->GetSpecifiedSize();
+
+        Returns value of specified size for bit vector.
+
+    GetSupportedSimilarityCoefficients
+            @SimilarityCoefficient =
+               Fingerprints::FingerprintsBitVector::GetSupportedSimilarityCoefficients();
+
+        Returns an array containing names of supported similarity
+        coefficients.
+
+    HamannSimilarityCoefficient
+            $Value = $FingerprintsBitVector->HamannSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::HamannSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Hamann* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    IsFingerprintsBitVector
+            $Status = Fingerprints::FingerprintsBitVector::
+                      IsFingerprintsBitVector($Object);
+
+        Returns 1 or 0 based on whether *Object* is a FingerprintsBitVector
+        object.
+
+    IsSubSet
+            $Status = $FingerprintsBitVector->IsSubSet($OtherFPBitVector);
+            $Status = Fingerprints::FingerprintsBitVector::IsSubSet(
+                      $FPBitVectorA, $FPBitVectorB);
+
+        Returns 1 or 0 based on whether first firngerprints bit vector is a
+        subset of second fingerprints bit vector.
+
+        For a bit vector to be a subset of another bit vector, both vectors
+        must be of the same size and the bit positions set in first vector
+        must also be set in the second bit vector.
+
+    JacardSimilarityCoefficient
+            $Value = $FingerprintsBitVector->JacardSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::JacardSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Jacard* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    Kulczynski1SimilarityCoefficient
+            $Value = $FingerprintsBitVector->Kulczynski1SimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      Kulczynski1SimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Kulczynski1* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    Kulczynski2SimilarityCoefficient
+            $Value = $FingerprintsBitVector->Kulczynski2SimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      Kulczynski2SimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Kulczynski2* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    MatchingSimilarityCoefficient
+            $Value = $FingerprintsBitVector->MatchingSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      MatchingSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Matching* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    McConnaugheySimilarityCoefficient
+            $Value = $FingerprintsBitVector->McConnaugheySimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      McConnaugheySimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *McConnaughey* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    NewFromBinaryString
+            $NewFPBitVector = $FingerprintsBitVector->NewFromBinaryString(
+                              $BinaryString);
+            $NewFPBitVector = Fingerprints::FingerprintsBitVector::NewFromBinaryString(
+                              $BinaryString);
+
+        Creates a new *FingerprintsBitVector* using *BinaryString* and
+        returns new FingerprintsBitVector object.
+
+    NewFromHexadecimalString
+            $NewFPBitVector = $FingerprintsBitVector->NewFromHexadecimalString(
+                              $HexdecimalString);
+            $NewFPBitVector = Fingerprints::FingerprintsBitVector::
+                            NewFromHexadecimalString(
+                              $HexdecimalString);
+
+        Creates a new *FingerprintsBitVector* using *HexdecimalString* and
+        returns new FingerprintsBitVector object.
+
+    NewFromRawBinaryString
+            $NewFPBitVector = $FingerprintsBitVector->NewFromRawBinaryString(
+                              $RawBinaryString);
+            $NewFPBitVector = Fingerprints::FingerprintsBitVector::
+                              NewFromRawBinaryString(
+                              $RawBinaryString);
+
+        Creates a new *FingerprintsBitVector* using *RawBinaryString* and
+        returns new FingerprintsBitVector object.
+
+    OchiaiSimilarityCoefficient
+            $Value = $FingerprintsBitVector->OchiaiSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::OchiaiSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Ochiai* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    PearsonSimilarityCoefficient
+            $Value = $FingerprintsBitVector->PearsonSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::PearsonSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Pearson* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    RogersTanimotoSimilarityCoefficient
+            $Value = $FingerprintsBitVector->RogersTanimotoSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      RogersTanimotoSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *RogersTanimoto* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    RussellRaoSimilarityCoefficient
+            $Value = $FingerprintsBitVector->RussellRaoSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      RussellRaoSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *RussellRao* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    SetSpecifiedSize
+            $FingerprintsBitVector->SetSpecifiedSize($Size);
+
+        Sets specified size for fingerprints bit vector.
+
+        Irrespective of specified size, Perl functions used to handle bit
+        data in BitVector class automatically sets the size to the next
+        nearest power of 2. *SpecifiedSize* is used by FingerprintsBitVector
+        class to process any aribitray size during similarity coefficient
+        calculations.
+
+    SetDescription
+            $FingerprintsBitVector->SetDescription($Description);
+
+        Sets *Description* of fingerprints bit vector and returns
+        *FingerprintsBitVector*.
+
+    SetID
+            $FingerprintsBitVector->SetID($ID);
+
+        Sets *ID* of fingerprints bit vector and returns
+        *FingerprintsBitVector*.
+
+    SetVectorType
+            $FingerprintsBitVector->SetVectorType($VectorType);
+
+        Sets *VectorType* of fingerprints bit vector and returns
+        *FingerprintsBitVector*.
+
+    SimpsonSimilarityCoefficient
+            $Value = $FingerprintsBitVector->SimpsonSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::SimpsonSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Simpson* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    SkoalSneath1SimilarityCoefficient
+            $Value = $FingerprintsBitVector->SkoalSneath1SimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      SkoalSneath1SimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *SkoalSneath1* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    SkoalSneath2SimilarityCoefficient
+            $Value = $FingerprintsBitVector->SkoalSneath2SimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      SkoalSneath2SimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *SkoalSneath2* similarity coefficient between two
+        same size *FingerprintsBitVectors*.
+
+    SkoalSneath3SimilarityCoefficient
+            $Value = $FingerprintsBitVector->SkoalSneath3SimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      SkoalSneath3SimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *SkoalSneath3* similarity coefficient between two
+        same size *FingerprintsBitVectors*
+
+    StringifyFingerprintsBitVector
+            $String = $FingerprintsBitVector->StringifyFingerprintsBitVector();
+
+        Returns a string containing information about
+        *FingerprintsBitVector* object.
+
+    TanimotoSimilarityCoefficient
+            $Value = $FingerprintsBitVector->TanimotoSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      TanimotoSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Tanimoto* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    TverskySimilarityCoefficient
+            $Value = $FingerprintsBitVector->TverskySimilarityCoefficient(
+                      $OtherFingerprintBitVector, $Alpha);
+            $Value = Fingerprints::FingerprintsBitVector::
+                      TverskySimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB, $Alpha);
+
+        Returns value of *Tversky* similarity coefficient between two same
+        size *FingerprintsBitVectors*.
+
+    WeightedTanimotoSimilarityCoefficient
+            $Value =
+               $FingerprintsBitVector->WeightedTanimotoSimilarityCoefficient(
+                 $OtherFingerprintBitVector, $Beta);
+            $Value =
+               Fingerprints::FingerprintsBitVector::
+                 WeightedTanimotoSimilarityCoefficient(
+                 $FingerprintsBitVectorA, $FingerprintBitVectorB, $Beta);
+
+        Returns value of *WeightedTanimoto* similarity coefficient between
+        two same size *FingerprintsBitVectors*.
+
+    WeightedTverskySimilarityCoefficient
+            $Value =
+               $FingerprintsBitVector->WeightedTverskySimilarityCoefficient(
+                  $OtherFingerprintBitVector, $Alpha, $Beta);
+            $Value =
+              Fingerprints::FingerprintsBitVector::
+                WeightedTverskySimilarityCoefficient(
+                $FingerprintsBitVectorA, $FingerprintBitVectorB, $Alpha, $Beta);
+
+        Returns value of *WeightedTversky* similarity coefficient between
+        two same size *FingerprintsBitVectors*.
+
+    YuleSimilarityCoefficient
+            $Value = $FingerprintsBitVector->YuleSimilarityCoefficient(
+                      $OtherFingerprintBitVector);
+            $Value = Fingerprints::FingerprintsBitVector::YuleSimilarityCoefficient(
+                      $FingerprintsBitVectorA, $FingerprintBitVectorB);
+
+        Returns value of *Yule* similarity coefficient between two same size
+        *FingerprintsBitVectors*.
+
+AUTHOR
+    Manish Sud <msud@san.rr.com>
+
+SEE ALSO
+    BitVector.pm, FingerprintsStringUtil.pm, FingerprintsVector.pm,
+    Vector.pm
+
+COPYRIGHT
+    Copyright (C) 2015 Manish Sud. All rights reserved.
+
+    This file is part of MayaChemTools.
+
+    MayaChemTools is free software; you can redistribute it and/or modify it
+    under the terms of the GNU Lesser General Public License as published by
+    the Free Software Foundation; either version 3 of the License, or (at
+    your option) any later version.
+