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CAttenuatedEuclidianDistance Class Reference

Detailed Description

class AttenuatedEuclidianDistance

The adaptation of the familiar Euclidean Distance, to be used in ternary ECOC designs. This adaptation computes the Euclidean distance between two vectors ignoring those positions of either of the vectors valued as 0. Note that this might make sense only in the Decoding step of the ECOC framework, since the 0 value denotes that a certain category is ignored.

This distance was proposed by S. Escalera, O. Pujol, P.Radeva in On the decoding process in ternary error-correcting output codes, Transactions in Pattern Analysis and Machine Intelligence 99 (1).

\[\displaystyle d({\bf x},{\bf x'})= \sqrt{\sum_{i=0}^{n}|x_i||x'_i|{\bf x_i}-{\bf x'_i}|^2} \]

Definition at line 38 of file AttenuatedEuclidianDistance.h.

Inheritance diagram for CAttenuatedEuclidianDistance:
Inheritance graph
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Public Member Functions

 CAttenuatedEuclidianDistance ()
 CAttenuatedEuclidianDistance (CSimpleFeatures< float64_t > *l, CSimpleFeatures< float64_t > *r)
virtual ~CAttenuatedEuclidianDistance ()
virtual bool init (CFeatures *l, CFeatures *r)
virtual void cleanup ()
virtual EDistanceType get_distance_type ()
virtual EFeatureType get_feature_type ()
virtual const char * get_name () const
virtual bool get_disable_sqrt ()
virtual void set_disable_sqrt (bool state)
- Public Member Functions inherited from CRealDistance
 CRealDistance ()
- Public Member Functions inherited from CSimpleDistance< float64_t >
 CSimpleDistance ()
virtual EFeatureClass get_feature_class ()
- Public Member Functions inherited from CDistance
 CDistance ()
 CDistance (CFeatures *lhs, CFeatures *rhs)
virtual ~CDistance ()
float64_t distance (int32_t idx_a, int32_t idx_b)
SGMatrix< float64_tget_distance_matrix ()
virtual float64_tget_distance_matrix_real (int32_t &m, int32_t &n, float64_t *target)
virtual float32_tget_distance_matrix_shortreal (int32_t &m, int32_t &n, float32_t *target)
void load (CFile *loader)
void save (CFile *writer)
CFeaturesget_lhs ()
CFeaturesget_rhs ()
CFeaturesreplace_rhs (CFeatures *rhs)
virtual void remove_lhs_and_rhs ()
virtual void remove_lhs ()
 takes all necessary steps if the lhs is removed from distance matrix
virtual void remove_rhs ()
 takes all necessary steps if the rhs is removed from distance matrix
bool get_precompute_matrix ()
virtual void set_precompute_matrix (bool flag)
int32_t get_num_vec_lhs ()
int32_t get_num_vec_rhs ()
bool has_features ()
bool lhs_equals_rhs ()
- Public Member Functions inherited from CSGObject
 CSGObject ()
 CSGObject (const CSGObject &orig)
virtual ~CSGObject ()
virtual bool is_generic (EPrimitiveType *generic) const
template<class T >
void set_generic ()
void unset_generic ()
virtual void print_serializable (const char *prefix="")
virtual bool save_serializable (CSerializableFile *file, const char *prefix="")
virtual bool load_serializable (CSerializableFile *file, const char *prefix="")
void set_global_io (SGIO *io)
SGIOget_global_io ()
void set_global_parallel (Parallel *parallel)
Parallelget_global_parallel ()
void set_global_version (Version *version)
Versionget_global_version ()
SGVector< char * > get_modelsel_names ()
char * get_modsel_param_descr (const char *param_name)
index_t get_modsel_param_index (const char *param_name)

Protected Member Functions

virtual float64_t compute (int32_t idx_a, int32_t idx_b)

Protected Attributes

bool disable_sqrt

Additional Inherited Members

- Public Attributes inherited from CSGObject
SGIOio
Parallelparallel
Versionversion
Parameterm_parameters
Parameterm_model_selection_parameters
- Static Protected Member Functions inherited from CDistance
static void * run_distance_thread (void *p)
 run distance thread

Constructor & Destructor Documentation

default constructor

Definition at line 19 of file AttenuatedEuclidianDistance.cpp.

constructor

Parameters
lfeatures of left-hand side
rfeatures of right-hand side

Definition at line 24 of file AttenuatedEuclidianDistance.cpp.

Definition at line 31 of file AttenuatedEuclidianDistance.cpp.

Member Function Documentation

void cleanup ( )
virtual

cleanup distance

Implements CRealDistance.

Definition at line 42 of file AttenuatedEuclidianDistance.cpp.

float64_t compute ( int32_t  idx_a,
int32_t  idx_b 
)
protectedvirtual

compute kernel function for features a and b idx_{a,b} denote the index of the feature vectors in the corresponding feature object

Implements CRealDistance.

Definition at line 46 of file AttenuatedEuclidianDistance.cpp.

virtual bool get_disable_sqrt ( )
virtual

disable application of sqrt on matrix computation the matrix can then also be named norm squared

Returns
if application of sqrt is disabled

Definition at line 86 of file AttenuatedEuclidianDistance.h.

virtual EDistanceType get_distance_type ( )
virtual

get distance type we are

Returns
distance type EUCLIDIAN

Implements CRealDistance.

Definition at line 67 of file AttenuatedEuclidianDistance.h.

virtual EFeatureType get_feature_type ( )
virtual

get feature type the distance can deal with

Returns
feature type DREAL

Reimplemented from CRealDistance.

Definition at line 73 of file AttenuatedEuclidianDistance.h.

virtual const char* get_name ( ) const
virtual

get name of the distance

Returns
name Euclidian

Reimplemented from CRealDistance.

Definition at line 79 of file AttenuatedEuclidianDistance.h.

bool init ( CFeatures l,
CFeatures r 
)
virtual

init distance

Parameters
lfeatures of left-hand side
rfeatures of right-hand side
Returns
if init was successful

Reimplemented from CRealDistance.

Definition at line 36 of file AttenuatedEuclidianDistance.cpp.

virtual void set_disable_sqrt ( bool  state)
virtual

disable application of sqrt on matrix computation the matrix can then also be named norm squared

Parameters
statenew disable_sqrt

Definition at line 93 of file AttenuatedEuclidianDistance.h.

Member Data Documentation

bool disable_sqrt
protected

if application of sqrt on matrix computation is disabled

Definition at line 106 of file AttenuatedEuclidianDistance.h.


The documentation for this class was generated from the following files:

SHOGUN Machine Learning Toolbox - Documentation