poly method

List<double> poly(
  1. List<double> X
)

Polynomial kernel.

K(X, Y) = (gamma <X, Y> + coef0)^degree

Implementation

List<double> poly(List<double> X) {
  List<double> kernels = List.filled(supportVectors.length,0);
  for (int i = 0; i < supportVectors.length; i++) {
    double kernel = 0.0;
    for (int j = 0; j < supportVectors[i].length; j++) {
      kernel += supportVectors[i][j] * X[j];
    }
    kernels[i] = pow((-1*this.gamma * kernel)+ this.coef0 , this.degree) as double;
  }
  return kernels;
}