SYNOPSIS

Static Public Member Functions

static void ApplyKernelMatrix (const arma::mat &data, arma::mat &transformedData, arma::vec &eigval, arma::mat &eigvec, const size_t rank, KernelType kernel=KernelType())

Construct the kernel matrix approximation using the nystroem method.

Detailed Description

template<typename KernelType, typename PointSelectionPolicy = kernel::KMeansSelection<>>class mlpack::kpca::NystroemKernelRule< KernelType, PointSelectionPolicy >

Definition at line 37 of file nystroem_method.hpp.

Member Function Documentation

template<typename KernelType , typename PointSelectionPolicy = kernel::KMeansSelection<>> static void \fBmlpack::kpca::NystroemKernelRule\fP< KernelType, PointSelectionPolicy >::ApplyKernelMatrix (const arma::mat &data, arma::mat &transformedData, arma::vec &eigval, arma::mat &eigvec, const size_trank, KernelTypekernel = \fCKernelType()\fP)\fC [inline]\fP, \fC [static]\fP

Construct the kernel matrix approximation using the nystroem method.

Parameters:

data Input data points.

transformedData Matrix to output results into.

eigval KPCA eigenvalues will be written to this vector.

eigvec KPCA eigenvectors will be written to this matrix.

rank Rank to be used for matrix approximation.

kernel Kernel to be used for computation.

Definition at line 50 of file nystroem_method.hpp.

References mlpack::kernel::NystroemMethod< KernelType, PointSelectionPolicy >::Apply().

Author

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