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Separate array and object extensions from id3_tree
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25
lib/core_extensions/array.rb
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25
lib/core_extensions/array.rb
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@@ -0,0 +1,25 @@
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class Array
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def classification
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collect(&:last)
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end
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# calculate information entropy
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def entropy
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return 0 if empty?
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info = {}
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total = 0
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each do |i|
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info[i] = !info[i] ? 1 : (info[i] + 1)
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total += 1
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end
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result = 0
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info.each do |_symbol, count|
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if count > 0
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result += -count.to_f / total * Math.log(count.to_f / total) / Math.log(2.0)
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end
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end
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result
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end
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end
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9
lib/core_extensions/object.rb
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9
lib/core_extensions/object.rb
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@@ -0,0 +1,9 @@
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class Object
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def save_to_file(filename)
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File.open(filename, 'w+') { |f| f << Marshal.dump(self) }
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end
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def self.load_from_file(filename)
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Marshal.load(File.read(filename))
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end
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end
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@@ -1,2 +1,3 @@
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require File.dirname(__FILE__) + '/decisiontree/id3_tree.rb'
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require 'core_extension/array.rb'
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require 'core_extensions/object'
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require 'core_extensions/array'
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@@ -3,16 +3,6 @@
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### Copyright (c) 2007 Ilya Grigorik <ilya AT igvita DOT com>
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### Modifed at 2007 by José Ignacio Fernández <joseignacio.fernandez AT gmail DOT com>
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class Object
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def save_to_file(filename)
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File.open(filename, 'w+') { |f| f << Marshal.dump(self) }
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end
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def self.load_from_file(filename)
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Marshal.load(File.read(filename))
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end
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end
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module DecisionTree
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Node = Struct.new(:attribute, :threshold, :gain)
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