public List <DataPrediction> PredictWithKNN()
{
List <DataPrediction> newData = this.dataForPredict;
Pattern newPattern = new Pattern();
listPoint.setData(this.dataForPredict);
listImportantPoint = listPoint.GetlistImportPoint(deepCompare);
GenListPattern();
FindKNN();
newPattern = CanculatorAvengerListOfSequence();
foreach (var pnt in newPattern.listPoint)
{
DataPrediction dt = new DataPrediction(newData[newData.Count - 1].getTime().AddDays(pnt.lenghBeforeDay), pnt.value);
dt.isNewPoint = true;
newData.Add(dt);
}
for (int i = 0; i < newData.Count; i++)
{
for (int j = 0; j < listImportantPoint.Count; j++)
{
if (i.Equals(listImportantPoint[j].index))
{
newData[i].isIPoint = true;
break;
}
}
}
return(newData);
}
private void Init(List <DataPrediction> data, int lenghOfPattern, int numOfKNN, double deepCompare)
{
this.numOfKNN = numOfKNN;
this.dataForPredict = data;
this.patternLengh = lenghOfPattern;
listPoint = new FindImportantPoint(dataForPredict);
listPatter = new List <Pattern>();
listImportantPoint = listPoint.GetlistImportPoint(deepCompare);
listKNN = new List <int>(this.numOfKNN);
listSequence = new List <Pattern>();
GenListPattern();
this.deepCompare = deepCompare;
}