public void AddSentenceforTraining(string _sentence, int _category)
{
_wd.update_hashtables(_sentence, _category, language, stemming, addtur, n, punctuation, nov);
foreach (DictionaryEntry _word in _wd._words_in_sentence)
{
AddforTarining(_category, (string)_word.Key);
}
}
public void CalculateScore(string _sentence)
{
_cat_score = new Dictionary <int, double>();
word_dic _new_wd = new word_dic();
_new_wd.update_hashtables(_sentence, 0, language, stemming, addtur, n, punctuation, nov);
foreach (DictionaryEntry _word in _new_wd._words_in_sentence)
{
foreach (var _cat in _cat_dic)
{
catDictionary _cd = (catDictionary)_cat.Value;
double _countofword = Convert.ToDouble(_cd.Search((string)_word.Key));
double _totalWords = Convert.ToDouble(_cd.CountofWordsinCategory);
double _countofsentenceincat = (int)_category_sentence_count[(int)_cat.Key];
double _score = 0;
if (_countofword > 0)
{
_score = System.Math.Log(((double)_countofword + 1) / ((double)_totalWords + _all_sentence_count));
}
else
{
_score = 0;
}
if (!_cat_score.ContainsKey((int)_cat.Key))
{
_cat_score.Add((int)_cat.Key, _score + System.Math.Log((double)_countofsentenceincat / (double)_all_sentence_count));
}
else
{
_cat_score[(int)_cat.Key] = (double)_cat_score[(int)_cat.Key] + _score;
}
}
}
}