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PCA.hh
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47//=============================================================================
48//
49// CLASS PCA
50//
51//=============================================================================
52
53
54#ifndef PCA_HH
55#define PCA_HH
56
63//== INCLUDES =================================================================
64
65#include <gmm/gmm.h>
66
67//== FORWARDDECLARATIONS ======================================================
68
69//== NAMESPACES ===============================================================
70
72namespace Pca {
73
74//== CLASS DEFINITION =========================================================
75
82template < typename VectorT >
83class PCA
84{
85 typedef gmm::dense_matrix<double> Matrix;
86 typedef std::vector< double > Vector;
87
88public:
89
91 PCA() {}
92
96 PCA( std::vector< VectorT >& _points, VectorT& _first , VectorT& _second , VectorT& _third);
97
99 ~PCA();
100
105 inline VectorT center_of_gravity(const std::vector< VectorT >& _points );
106
114 void pca(std::vector< VectorT >& _points , VectorT& _first , VectorT& _second , VectorT& _third);
115
116
117 std::vector<double>& getLastEigenValues();
118
119 bool SymRightEigenproblem( Matrix &_mat_A, Matrix & _mat_VR,
120 std::vector< double > & _vec_EV );
121private:
122
123 std::vector<double> lastEigenValues_;
124
125};
126
127
128//=============================================================================
129} //namespace Pca
130//=============================================================================
131#if defined(INCLUDE_TEMPLATES) && !defined(PCA_C)
132#define PCA_TEMPLATES
133#include "PCAT_impl.hh"
134#endif
135//=============================================================================
136#endif // PCA_HH defined
137//=============================================================================
138
Class for principal component Analysis.
Definition: PCA.hh:84
PCA()
Constructor.
Definition: PCA.hh:91
void pca(std::vector< VectorT > &_points, VectorT &_first, VectorT &_second, VectorT &_third)
Definition: PCAT_impl.hh:169
~PCA()
Destructor.
Definition: PCAT_impl.hh:91
VectorT center_of_gravity(const std::vector< VectorT > &_points)
Definition: PCAT_impl.hh:104
Namespace for principal Component Analysis.
Definition: PCA.hh:72