lib/ankusa/naive_bayes.rb in ankusa-0.0.13 vs lib/ankusa/naive_bayes.rb in ankusa-0.0.14
- old
+ new
@@ -11,11 +11,11 @@
# Classes is an array of classes to look at
def classifications(text, classnames=nil)
result = log_likelihoods text, classnames
result.keys.each { |k|
- result[k] = (result[k] == INFTY) ? 0 : Math.exp(result[k])
+ result[k] = (result[k] == -INFTY) ? 0 : Math.exp(result[k])
}
# normalize to get probs
sum = result.values.inject { |x,y| x+y }
result.keys.each { |k| result[k] = result[k] / sum }
@@ -28,11 +28,11 @@
result = Hash.new 0
TextHash.new(text).each { |word, count|
probs = get_word_probs(word, classnames)
classnames.each { |k|
- # log likelihood should be infinity if we've never seen the klass
- result[k] += probs[k] > 0 ? (Math.log(probs[k]) * count) : INFTY
+ # log likelihood should be negative infinity if we've never seen the klass
+ result[k] += probs[k] > 0 ? (Math.log(probs[k]) * count) : -INFTY
}
}
# add the prior
doc_counts = doc_count_totals.select { |k,v| classnames.include? k }.map { |k,v| v }