I am trying to perform PCA on a data set currently I have 8 sets of data and for each piece of data I have 618 pieces of information about it. Below is the code I have tried so far:
double[,] RawData = new double[8, 618];
for (int i = 0; i < 8; i++)//Copies Data to Emgu Matrix
{
for (int j = 0; j < 618; j++)
{
double val = Convert.ToDouble(DataList[i][j]);
RawData.SetValue(val, i, j);
}
}
Matrix<Double> DataMatrix = new Matrix<Double>(RawData);
Matrix<Double> Mean = new Matrix<Double>(1, 618);
Matrix<Double> EigenValues = new Matrix<Double>(1, 618);
Matrix<Double> EigenVectors = new Matrix<Double>(618, 618);
CvInvoke.cvCalcPCA(DataMatrix, Mean, EigenValues, EigenVectors, Emgu.CV.CvEnum.PCA_TYPE.CV_PCA_DATA_AS_COL);
Matrix<Double> PC1 = new Matrix<Double>(1, 618);
for (int i = 0; i < 618; i++)
PC1[0, i] = EigenVectors[0, i];
Matrix<Double> Results = new Matrix<Double>(8, 1);
CvInvoke.cvProjectPCA(DataMatrix, Mean, PC1, Results);
TestStatus.Items.Add("PCA Projection Results = ");
for (int i = 0; i < 8; i++)
{
TestStatus.Items.Add(Convert.ToString(DataMatrix[i, 0]));
}
Emgu.CV.Util.CvException: OpenCV: (evals0.cols == 1 || evals0.rows == 1) && ecount0 <= ecount && evects0.cols == evects.cols && evects0.rows == ecount0
at Emgu.CV.CvInvoke.CvErrorHandler(Int32 status, String funcName, String errMsg, String fileName, Int32 line, IntPtr userData)
at Emgu.CV.CvInvoke.cvCalcPCA(IntPtr data, IntPtr avg, IntPtr eigenvalues, IntPtr eigenvectors, PCA_TYPE flags) at Project_3._0.MainWindow.Capture_3D_Face_Click(Object sender, RoutedEventArgs e) in f:\Project\Project 3.0\Project 3.0\MainWindow.xaml.cs:line 516
Which is being caused by the line: (which is in the code above)
CvInvoke.cvCalcPCA(DataMatrix, Mean, EigenValues, EigenVectors, Emgu.CV.CvEnum.PCA_TYPE.CV_PCA_DATA_AS_COL);
How do I set up matrices correctly for the PCA to function?