private void init()
{
using (var spam = Assembly.GetExecutingAssembly().GetManifestResourceStream("ML.TextDemo.data.SPAM_p2.42.mld"))
{
var proc = new TextPreprocessor(new EnglishSimpleTokenizer(),
new EnglishStopwords(),
new EnglishSimpleNormalizer(),
new EnglishPorterStemmer());
m_SpamAlgorithm = new ComplementNaiveBayesianAlgorithm()
{
Preprocessor = proc
};
m_SpamAlgorithm.Deserialize(spam);
}
using (var r8 = Assembly.GetExecutingAssembly().GetManifestResourceStream("ML.TextDemo.data.RR8_p4.37.mld"))
{
var proc = new TextPreprocessor(new EnglishSimpleTokenizer(),
new EnglishStopwords(),
new EnglishSimpleNormalizer(),
new EnglishPorterStemmer());
m_ReutersR8Algorithm = new MultinomialNaiveBayesianAlgorithm()
{
Preprocessor = proc
};
m_ReutersR8Algorithm.Deserialize(r8);
}
using (var n20 = Assembly.GetExecutingAssembly().GetManifestResourceStream("ML.TextDemo.data.N20_p17.35.mld"))
{
var proc = new TextPreprocessor(new EnglishSimpleTokenizer(),
new EnglishStopwords(),
new EnglishSimpleNormalizer(),
new EnglishPorterStemmer());
m_Newsgroups20Algorithm = new TFIDFNaiveBayesianAlgorithm()
{
Preprocessor = proc
};
m_Newsgroups20Algorithm.Deserialize(n20);
}
}
