def __init__(self, data, trainingData):
"""
Initialize this term frequency analysis using some training document to perform smoothing
@param data The results retrieved from the search interface, which contains a set of documents
@param trainingData The training data to use for smoothing
"""
TermFrequencyAnalysis.__init__(self, data)
self.trainingDocumentAnalysis = TermFrequencyAnalysis(trainingData)
def __init__(self, data, trainingData, tuningParameter = 10):
"""
Initialize this term frequency analysis using some training document to perform smoothing
@param data The results retrieved from the search interface, which contains a set of documents
@param trainingData The data to use for smoothing
@param tuningParameter Parameter to use for the amount of reliance on the training set which represents the
number of 'pseudo-counts' to give to a word that never occurs in the given document
"""
TermFrequencyAnalysis.__init__(self, data)
self.trainingDocumentAnalysis = TermFrequencyAnalysis(trainingData)
self.tuningParameter = tuningParameter
