Class: Dictionary::KL

Inherits:
Object
  • Object
show all
Defined in:
lib/rbbt/bow/dictionary.rb

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(options = {}) ⇒ KL

Returns a new instance of KL.



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# File 'lib/rbbt/bow/dictionary.rb', line 121

def initialize(options = {})
  @pos_dict = Dictionary::TF_IDF.new(options)
  @neg_dict = Dictionary::TF_IDF.new(options)
end

Instance Attribute Details

#neg_dict ⇒ Object (readonly)

Returns the value of attribute neg_dict.



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# File 'lib/rbbt/bow/dictionary.rb', line 119

def neg_dict
  @neg_dict
end

#pos_dict ⇒ Object (readonly)

Returns the value of attribute pos_dict.



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# File 'lib/rbbt/bow/dictionary.rb', line 119

def pos_dict
  @pos_dict
end

Instance Method Details

#add(terms, c) ⇒ Object 



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# File 'lib/rbbt/bow/dictionary.rb', line 130

def add(terms, c)
  dict = (c == :+ || c == '+' ? @pos_dict : @neg_dict)
  dict.add(terms)
end

#best(options = {}) ⇒ Object 



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# File 'lib/rbbt/bow/dictionary.rb', line 154

def best(options = {})
  high, low, limit = {
    :low   => 0,
    :high    => 1,
  }.merge(options).
  values_at(:high, :low, :limit)

  pos_df = @pos_dict.df
  neg_df = @neg_dict.df

  best = {}
  terms.select{|term|
    pos_df[term] >= low && pos_df[term] <= high ||
    neg_df[term] >= low && neg_df[term] <= high 
  }.each{|term|
    pos = pos_df[term]
    neg = neg_df[term]

    pos = 0.000001 if pos == 0
    pos = 0.999999 if pos == 1
    neg = 0.000001 if neg == 0
    neg = 0.999999 if neg == 1

    best[term] = pos * Math::log(pos / neg) + neg * Math::log(neg / pos)
  }
  if limit
    Hash[*best.sort{|a,b| b[1] <=>  a[1]}.slice(0, limit-1).flatten]
  else
    best
  end
end

#kl ⇒ Object 



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# File 'lib/rbbt/bow/dictionary.rb', line 135

def kl
  kl = {}
  pos_df = @pos_dict.df
  neg_df = @neg_dict.df

  terms.each{|term|
    pos = pos_df[term]
    neg = neg_df[term]

    pos = 0.000001 if pos == 0
    pos = 0.999999 if pos == 1
    neg = 0.000001 if neg == 0
    neg = 0.999999 if neg == 1

    kl[term] = pos * Math::log(pos / neg) + neg * Math::log(neg / pos)
  }
  kl
end

#terms ⇒ Object 



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# File 'lib/rbbt/bow/dictionary.rb', line 126

def terms
  (pos_dict.terms.keys + neg_dict.terms.keys).uniq
end

#weights(options = {}) ⇒ Object 



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# File 'lib/rbbt/bow/dictionary.rb', line 186

def weights(options = {})
  best(options)
end