public training(int lang_id, int category_id, string langauge, string stemming, bool addtur, int n, bool punctuation, int nov)
{
_cr = new classifier(langauge, stemming, addtur, n, punctuation, nov);//classifier hazır
_category_sentence_count = new Dictionary <int, int>();
all_sentence_count = 0;
word_dic _wd = new word_dic();
comment _c = new comment();
DataTable _dt = _c.select_comment(lang_id.ToString(), category_id.ToString());
int id = 1;
int yuzde50 = _dt.Rows.Count / 2;
foreach (DataRow row in _dt.Rows) // Loop over the rows.
{
var type = row[0];
string _sentence = row[1].ToString().ToLower();
int _type = Convert.ToInt32(type);
_cr.AddSentenceforTraining(_sentence, _type);
AddASentence(_type);//kategorideki cümle sayısı
all_sentence_count++;
id++;
if (id == yuzde50)
{
break;
}
}
}
public arff_converter2(int lang_id, int category_id, string langauge, string stemming, bool addtur, int n, bool punctuation, int nov)
{
word_dic _wd = new word_dic();
comment _c = new comment();
DataTable _dt = _c.select_comment(lang_id.ToString(), category_id.ToString());
int olumsuz = 0;
int olumlu = 0;
int notr = 0;
int soru = 0;
int id = 1;
foreach (DataRow row in _dt.Rows) // Loop over the rows.
{
var type = row[0];
string _sentence = row[1].ToString().ToLower();
int _type = Convert.ToInt32(type);
if (_type == -1)
{
olumsuz++;
if (olumsuz < 3300000)
{
_wd.update_hashtables(_sentence, _type, langauge, stemming, addtur, n, punctuation, nov);
}
}
if (_type == 0)
{
notr++;
if (notr < 1700000)
{
_wd.update_hashtables(_sentence, _type, langauge, stemming, addtur, n, punctuation, nov);
}
}
if (_type == 1)
{
olumlu++;
if (olumlu < 550000000)
{
_wd.update_hashtables(_sentence, _type, langauge, stemming, addtur, n, punctuation, nov);
}
}
if (_type == 2)
{
soru++;
if (soru < 100000)
{
_wd.update_hashtables(_sentence, _type, langauge, stemming, addtur, n, punctuation, nov);
}
}
id++;
}
_sentence_data = _wd._sentence_data;
}
public int[,] ConfusionMatrix(int lang_id, int category_id)
{
int[,] _cm = new int[_cat_dic.Count, _cat_dic.Count];
for (int x = 0; x < _cat_dic.Count; x++)
{
for (int y = 0; y < _cat_dic.Count; y++)
{
_cm[x, y] = 0;
}
}
Hashtable _categoriler = new Hashtable();
int i = 0;
foreach (var _cat in _cat_dic)
{
_categoriler.Add((int)_cat.Key, i);
i++;
}
word_dic _wd = new word_dic();
comment _c = new comment();
DataTable _dt = _c.select_comment(lang_id.ToString(), category_id.ToString());
int id = 1;
foreach (DataRow row in _dt.Rows) // Loop over the rows.
{
var type = row[0];
string _sentence = row[1].ToString().ToLower();
int _type = Convert.ToInt32(type);
int x = (int)_categoriler[_type];
int y = (int)_categoriler[Estimate_Category(_sentence)];
_cm[x, y]++;
id++;
}
return(_cm);
}
public Hashtable _words_in_sentence;//bir cümle içindeki kelimeler için
public arff_converter(int lang_id, int category_id, string langauge, string stemming, bool addtur, int n, bool punctuation, int nov)
{
word_dic _wd = new word_dic();
comment _c = new comment();
DataTable _dt = _c.select_comment(lang_id.ToString(), category_id.ToString());
int id = 1;
foreach (DataRow row in _dt.Rows) // Loop over the rows.
{
var type = row[0];
string _sentence = row[1].ToString().ToLower();
int _type = Convert.ToInt32(type);
_wd.update_hashtables(_sentence, _type, langauge, stemming, addtur, n, punctuation, nov);
id++;
}
_word_dic = _wd._word_dic;
_sentence_word = _wd._sentence_word;
_sentence_type = _wd._sentence_type;
}
