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textclassification-naivebayes

A text classifier using the Naive Bayes Classifier, Maximum Likelihood n-gram Language Model with Laplace add-one smoothing

class NaiveBayesClassifier
 |  A program to use machine learning techniques with ngram maximum likelihood probabilistic language models as feature to build a bayesian text classifier.
 |  
 |  Methods defined here:
 |  
 |  __init__(self, labels, location)
 |      Constructor method to load training data, and train classifier.
 |  
 |  calculateLikelihood(self, word, label)
 |      Method to calculate Likelihood.
 |  
 |  calculatePrior(self)
 |      Method to calculate Prior.
 |  
 |  classify(self, document)
 |      Method to load test data and classify using training data.
 |  
 |  createUnigram(self)
 |      Method to create Unigram for each class/label.
 |  
 |   getDocuments(self, location)
 |      Method to retrieve test data.
 |  
 |  loadDocuments(self, loc, files)
 |      Method to load labeled data from the training set.
 |  
 |  train(self)
 |      Method to train classifier by calculating Prior and Likelihood.
 |  
 |  unigramProbability(self, word, label)
 |      Method to calculate Unigram Maximum Likelihood Probability with Laplace Add-1 Smoothing.

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