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CBrayCurtisDistance Class Reference

Detailed Description

class Bray-Curtis distance

The Bray-Curtis distance (Sorensen distance) is similar to the Manhattan distance with normalization.

\[\displaystyle d(\bf{x},\bf{x}') = \frac{\sum_{i=1}^{n}|x_{i}-x'_{i}|}{\sum_{i=1}^{n}|x_{i} +x'_{i}|} \quad x,x' \in R^{n} \]

Definition at line 31 of file BrayCurtisDistance.h.

Inheritance diagram for CBrayCurtisDistance:
Inheritance graph
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Public Member Functions

 CBrayCurtisDistance ()
 
 CBrayCurtisDistance (CSimpleFeatures< float64_t > *l, CSimpleFeatures< float64_t > *r)
 
virtual ~CBrayCurtisDistance ()
 
virtual bool init (CFeatures *l, CFeatures *r)
 
virtual void cleanup ()
 
virtual EDistanceType get_distance_type ()
 
virtual const char * get_name () const
 
- Public Member Functions inherited from CSimpleDistance< float64_t >
 CSimpleDistance ()
 
virtual EFeatureClass get_feature_class ()
 
virtual EFeatureType get_feature_type ()
 
- 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 More...
 
virtual void remove_rhs ()
 takes all necessary steps if the rhs is removed from distance matrix More...
 
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)
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 
template<>
void set_generic ()
 

Protected Member Functions

virtual float64_t compute (int32_t idx_a, int32_t idx_b)
 
- Protected Member Functions inherited from CDistance
void do_precompute_matrix ()
 matrix precomputation More...
 
- Protected Member Functions inherited from CSGObject
virtual void load_serializable_pre () throw (ShogunException)
 
virtual void load_serializable_post () throw (ShogunException)
 
virtual void save_serializable_pre () throw (ShogunException)
 
virtual void save_serializable_post () throw (ShogunException)
 

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 More...
 
- Protected Attributes inherited from CDistance
float32_tprecomputed_matrix
 
bool precompute_matrix
 
CFeatureslhs
 feature vectors to occur on left hand side More...
 
CFeaturesrhs
 feature vectors to occur on right hand side More...
 

Constructor & Destructor Documentation

default constructor

Definition at line 20 of file BrayCurtisDistance.cpp.

constructor

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

Definition at line 25 of file BrayCurtisDistance.cpp.

~CBrayCurtisDistance ( )
virtual

Definition at line 31 of file BrayCurtisDistance.cpp.

Member Function Documentation

void cleanup ( )
virtual

cleanup distance

Implements CSimpleDistance< float64_t >.

Definition at line 43 of file BrayCurtisDistance.cpp.

float64_t compute ( int32_t  idx_a,
int32_t  idx_b 
)
protectedvirtual

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

Implements CDistance.

Definition at line 47 of file BrayCurtisDistance.cpp.

virtual EDistanceType get_distance_type ( )
virtual

get distance type we are

Returns
distance type BRAYCURTIS

Implements CSimpleDistance< float64_t >.

Definition at line 60 of file BrayCurtisDistance.h.

virtual const char* get_name ( ) const
virtual

get name of the distance

Returns
name Bray-Curtis distance

Reimplemented from CSimpleDistance< float64_t >.

Definition at line 66 of file BrayCurtisDistance.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 CSimpleDistance< float64_t >.

Definition at line 36 of file BrayCurtisDistance.cpp.


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

SHOGUN Machine Learning Toolbox - Documentation