//Cij从每句话对每个人的标注取并后的结果中统计(更精确) TODO 不应这么算，C应为所有人对所有句的标注，N应为句数x人数
static public void Mi3OfAllAnnotators()
{
foreach (Sentence sentence in Variable.Sentences)
{
foreach (Annotator annotator in sentence.Annotators)
{
foreach (Affect affect in Variable.AffectAndMuArray)
{
if (annotator.Affects[affect])
{
sentence.SynthesizedResult.Affects[affect] = true;
}
}
}
}
#region 统计单一的频率
Dictionary <Affect, double> CountOfAffect = new Dictionary <Affect, double>();
foreach (Affect affect in Variable.AffectArray)
{
CountOfAffect.Add(affect, 0);
}
foreach (Sentence sentence in Variable.Sentences)
{
if (sentence.SynthesizedResult.Affects[Affect.yorokobi])
{
++CountOfAffect[Affect.yorokobi];
}
if (sentence.SynthesizedResult.Affects[Affect.suki])
{
++CountOfAffect[Affect.suki];
}
if (sentence.SynthesizedResult.Affects[Affect.yasu])
{
++CountOfAffect[Affect.yasu];
}
if (sentence.SynthesizedResult.Affects[Affect.ikari])
{
++CountOfAffect[Affect.ikari];
}
if (sentence.SynthesizedResult.Affects[Affect.aware])
{
++CountOfAffect[Affect.aware];
}
if (sentence.SynthesizedResult.Affects[Affect.kowa])
{
++CountOfAffect[Affect.kowa];
}
if (sentence.SynthesizedResult.Affects[Affect.haji])
{
++CountOfAffect[Affect.haji];
}
if (sentence.SynthesizedResult.Affects[Affect.iya])
{
++CountOfAffect[Affect.iya];
}
if (sentence.SynthesizedResult.Affects[Affect.takaburi])
{
++CountOfAffect[Affect.takaburi];
}
if (sentence.SynthesizedResult.Affects[Affect.odoroki])
{
++CountOfAffect[Affect.odoroki];
}
}
double all = CountOfAffect[Affect.yorokobi] + CountOfAffect[Affect.suki] + CountOfAffect[Affect.yasu] + CountOfAffect[Affect.ikari] + CountOfAffect[Affect.aware] + CountOfAffect[Affect.kowa] + CountOfAffect[Affect.haji] + CountOfAffect[Affect.iya] + CountOfAffect[Affect.takaburi] + CountOfAffect[Affect.odoroki];
#endregion
#region 统计二元频率
Dictionary <BiAffect, double> CountOfBiAffect = new Dictionary <BiAffect, double>();
for (int i = 0; i < Variable.KindsOfLabel - 1; ++i)
{
for (int j = i + 1; j < Variable.KindsOfLabel - 1; ++j)
{
foreach (Sentence sentence in Variable.Sentences)
{
BiAffect bi = new BiAffect(Variable.AffectArray[i], Variable.AffectArray[j]);
if (sentence.SynthesizedResult.Affects[bi.Affect1] && sentence.SynthesizedResult.Affects[bi.Affect2])
{
if (CountOfBiAffect.ContainsKey(bi))
{
++CountOfBiAffect[bi];
}
else
{
CountOfBiAffect.Add(bi, 1);
}
}
}
}
}
#endregion
Dictionary <BiAffect, double> Mi3Dic = new Dictionary <BiAffect, double>();
foreach (KeyValuePair <BiAffect, double> biAffect in CountOfBiAffect)
{
//Mi3Dic.Add(biAffect.Key, (32 / 2.99575052699864) * Math.Log(Math.Pow(biAffect.Value, 1) * all / (CountOfAffect[biAffect.Key.Affect1] * CountOfAffect[biAffect.Key.Affect2]), 2));//扩大的互信息
Mi3Dic.Add(biAffect.Key, (32 / 12.7612852733616) * Math.Log(Math.Pow(biAffect.Value, 3) * all / (CountOfAffect[biAffect.Key.Affect1] * CountOfAffect[biAffect.Key.Affect2]), 2));//扩大的三次互信息
//Mi3Dic.Add(biAffect.Key, Math.Pow(biAffect.Value, 3) / (CountOfAffect[biAffect.Key.Affect1] * CountOfAffect[biAffect.Key.Affect2]));
}
List <KeyValuePair <BiAffect, double> > sortedMi3 = new List <KeyValuePair <BiAffect, double> >(Mi3Dic);
sortedMi3.Sort(delegate(KeyValuePair <BiAffect, double> s1, KeyValuePair <BiAffect, double> s2)
{
return(s1.Value.CompareTo(s2.Value));
});
foreach (KeyValuePair <BiAffect, double> biAffect in sortedMi3)
{
Variable.ResultFile.WriteLine(affectToEnglish(biAffect.Key.Affect1) + "," + affectToEnglish(biAffect.Key.Affect2) + "," + biAffect.Value + "," + CountOfBiAffect[biAffect.Key]);
}
}
//Cij从每个人的标注结果中统计
static public void Mi3OfEachAnnotator()
{
#region 统计单一的频率
Dictionary <Affect, double> CountOfAffect = new Dictionary <Affect, double>();
foreach (Affect affect in Variable.AffectArray)
{
CountOfAffect.Add(affect, 0);
}
foreach (Sentence sentence in Variable.Sentences)
{
foreach (Annotator annotator in sentence.Annotators)
{
if (annotator.Affects[Affect.yorokobi])
{
++CountOfAffect[Affect.yorokobi];
}
if (annotator.Affects[Affect.suki])
{
++CountOfAffect[Affect.suki];
}
if (annotator.Affects[Affect.yasu])
{
++CountOfAffect[Affect.yasu];
}
if (annotator.Affects[Affect.ikari])
{
++CountOfAffect[Affect.ikari];
}
if (annotator.Affects[Affect.aware])
{
++CountOfAffect[Affect.aware];
}
if (annotator.Affects[Affect.kowa])
{
++CountOfAffect[Affect.kowa];
}
if (annotator.Affects[Affect.haji])
{
++CountOfAffect[Affect.haji];
}
if (annotator.Affects[Affect.iya])
{
++CountOfAffect[Affect.iya];
}
if (annotator.Affects[Affect.takaburi])
{
++CountOfAffect[Affect.takaburi];
}
if (annotator.Affects[Affect.odoroki])
{
++CountOfAffect[Affect.odoroki];
}
}
}
double all = CountOfAffect[Affect.yorokobi] + CountOfAffect[Affect.suki] + CountOfAffect[Affect.yasu] + CountOfAffect[Affect.ikari] + CountOfAffect[Affect.aware] + CountOfAffect[Affect.kowa] + CountOfAffect[Affect.haji] + CountOfAffect[Affect.iya] + CountOfAffect[Affect.takaburi] + CountOfAffect[Affect.odoroki];
#endregion
#region 统计二元频率
Dictionary <BiAffect, double> CountOfBiAffect = new Dictionary <BiAffect, double>();
for (int i = 0; i < Variable.KindsOfLabel - 1; ++i)
{
for (int j = i + 1; j < Variable.KindsOfLabel - 1; ++j)
{
foreach (Sentence sentence in Variable.Sentences)
{
foreach (Annotator annotator in sentence.Annotators)
{
BiAffect bi = new BiAffect(Variable.AffectArray[i], Variable.AffectArray[j]);
if (annotator.Affects[bi.Affect1] && annotator.Affects[bi.Affect2])
{
if (CountOfBiAffect.ContainsKey(bi))
{
++CountOfBiAffect[bi];
}
else
{
CountOfBiAffect.Add(bi, 1);
}
}
}
}
}
}
#endregion
Dictionary <BiAffect, double> Mi3Dic = new Dictionary <BiAffect, double>();
foreach (KeyValuePair <BiAffect, double> biAffect in CountOfBiAffect)
{
Mi3Dic.Add(biAffect.Key, Math.Log(Math.Pow(biAffect.Value, 3) * all / (CountOfAffect[biAffect.Key.Affect1] * CountOfAffect[biAffect.Key.Affect2]), 2));
}
List <KeyValuePair <BiAffect, double> > sortedMi3 = new List <KeyValuePair <BiAffect, double> >(Mi3Dic);
sortedMi3.Sort(delegate(KeyValuePair <BiAffect, double> s1, KeyValuePair <BiAffect, double> s2)
{
return(s2.Value.CompareTo(s1.Value));
});
foreach (KeyValuePair <BiAffect, double> biAffect in sortedMi3)
{
Variable.ResultFile.WriteLine(biAffect.Key.Affect1 + " + " + biAffect.Key.Affect2 + " " + biAffect.Value);
}
}