importing from rubyforge & cleanup

This commit is contained in:
Ilya Grigorik
2009-02-22 23:25:55 -05:00
commit 966aa2e69c
12 changed files with 635 additions and 0 deletions

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require 'rubygems'
require 'decisiontree'
include DecisionTree
# ---Continuous-----------------------------------------------------------------------------------------
# Read in the training data
training, attributes = [], nil
File.open('data/continuous-training.txt','r').each_line { |line|
data = line.strip.chomp('.').split(',')
attributes ||= data
training.push(data.collect {|v| (v == 'healthy') || (v == 'colic') ? (v == 'healthy' ? 1 : 0) : v.to_f})
}
# Remove the attribute row from the training data
training.shift
# Instantiate the tree, and train it based on the data (set default to '1')
dec_tree = ID3Tree.new(attributes, training, 1, :continuous)
dec_tree.train
#---- Test the tree....
# Read in the test cases
# Note: omit the attribute line (first line), we know the labels from the training data
test = []
File.open('data/continuous-test.txt','r').each_line { |line|
data = line.strip.chomp('.').split(',')
test.push(data.collect {|v| (v == 'healthy') || (v == 'colic') ? (v == 'healthy' ? 1 : 0) : v.to_f})
}
# Let the tree predict the output and compare it to the true specified value
test.each { |t| predict = dec_tree.predict(t); puts "Predict: #{predict} ... True: #{t.last}"}