Public Member Functions | Protected Member Functions | Static Protected Member Functions

CKernelLocalTangentSpaceAlignment Class Reference

Detailed Description

the class LocalTangentSpaceAlignment used to preprocess data using kernel extension of the Local Tangent Space Alignment (LTSA) algorithm.

The stated eigenproblem is solved in the same way as CLocallyLinearEmbedding (LAPACK or ARPACK if available).

The local tangent space alignment step is parallel. Neighborhood determination is parallel as in CLocallyLinearEmbedding.

Please do not use multithreading whether your LAPACK is not thread-safe.

Definition at line 37 of file KernelLocalTangentSpaceAlignment.h.

Inheritance diagram for CKernelLocalTangentSpaceAlignment:
Inheritance graph

List of all members.

Public Member Functions

 CKernelLocalTangentSpaceAlignment ()
 CKernelLocalTangentSpaceAlignment (CKernel *kernel)
virtual ~CKernelLocalTangentSpaceAlignment ()
virtual const char * get_name () const

Protected Member Functions

virtual SGMatrix< float64_tconstruct_weight_matrix (SGMatrix< float64_t > kernel_matrix, SGMatrix< int32_t > neighborhood_matrix)

Static Protected Member Functions

static void * run_kltsa_thread (void *p)

Constructor & Destructor Documentation


Definition at line 63 of file KernelLocalTangentSpaceAlignment.cpp.

constructor with kernel parameter

kernel kernel to be used

Definition at line 68 of file KernelLocalTangentSpaceAlignment.cpp.


Definition at line 73 of file KernelLocalTangentSpaceAlignment.cpp.

Member Function Documentation

SGMatrix< float64_t > construct_weight_matrix ( SGMatrix< float64_t kernel_matrix,
SGMatrix< int32_t >  neighborhood_matrix 
) [protected, virtual]


construct weight matrix

Reimplemented from CKernelLocallyLinearEmbedding.

Definition at line 82 of file KernelLocalTangentSpaceAlignment.cpp.

const char * get_name (  )  const [virtual]

get name

Reimplemented from CKernelLocallyLinearEmbedding.

Definition at line 77 of file KernelLocalTangentSpaceAlignment.cpp.

void * run_kltsa_thread ( void *  p  )  [static, protected]


run kernel ltsa thread

p thread params

Definition at line 145 of file KernelLocalTangentSpaceAlignment.cpp.

The documentation for this class was generated from the following files:
 All Classes Namespaces Files Functions Variables Typedefs Enumerations Enumerator Friends Defines

SHOGUN Machine Learning Toolbox - Documentation