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CMulticlassStrategy Class Reference

Detailed Description

class MulticlassStrategy used to construct generic multiclass classifiers with ensembles of binary classifiers

Definition at line 49 of file MulticlassStrategy.h.

Inheritance diagram for CMulticlassStrategy:
Inheritance graph
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Public Member Functions

 CMulticlassStrategy ()
 CMulticlassStrategy (EProbHeuristicType prob_heuris)
virtual ~CMulticlassStrategy ()
virtual const char * get_name () const
void set_num_classes (int32_t num_classes)
int32_t get_num_classes () const
CRejectionStrategyget_rejection_strategy ()
void set_rejection_strategy (CRejectionStrategy *rejection_strategy)
virtual void train_start (CMulticlassLabels *orig_labels, CBinaryLabels *train_labels)
virtual bool train_has_more ()=0
virtual SGVector< int32_t > train_prepare_next ()
virtual void train_stop ()
virtual int32_t decide_label (SGVector< float64_t > outputs)=0
virtual SGVector< index_tdecide_label_multiple_output (SGVector< float64_t > outputs, int32_t n_outputs)
virtual int32_t get_num_machines ()=0
EProbHeuristicType get_prob_heuris_type ()
void set_prob_heuris_type (EProbHeuristicType prob_heuris)
virtual void rescale_outputs (SGVector< float64_t > outputs)
virtual void rescale_outputs (SGVector< float64_t > outputs, const SGVector< float64_t > As, const SGVector< float64_t > Bs)
virtual CSGObjectshallow_copy () const
virtual CSGObjectdeep_copy () const
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="", int32_t param_version=Version::get_version_parameter())
virtual bool load_serializable (CSerializableFile *file, const char *prefix="", int32_t param_version=Version::get_version_parameter())
DynArray< TParameter * > * load_file_parameters (const SGParamInfo *param_info, int32_t file_version, CSerializableFile *file, const char *prefix="")
DynArray< TParameter * > * load_all_file_parameters (int32_t file_version, int32_t current_version, CSerializableFile *file, const char *prefix="")
void map_parameters (DynArray< TParameter * > *param_base, int32_t &base_version, DynArray< const SGParamInfo * > *target_param_infos)
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 ()
SGStringList< char > get_modelsel_names ()
void print_modsel_params ()
char * get_modsel_param_descr (const char *param_name)
index_t get_modsel_param_index (const char *param_name)
void build_gradient_parameter_dictionary (CMap< TParameter *, CSGObject * > *dict)
virtual void update_parameter_hash ()
virtual bool parameter_hash_changed ()
virtual bool equals (CSGObject *other, float64_t accuracy=0.0, bool tolerant=false)
virtual CSGObjectclone ()

Public Attributes

SGIOio
Parallelparallel
Versionversion
Parameterm_parameters
Parameterm_model_selection_parameters
Parameterm_gradient_parameters
ParameterMapm_parameter_map
uint32_t m_hash

Protected Member Functions

virtual TParametermigrate (DynArray< TParameter * > *param_base, const SGParamInfo *target)
virtual void one_to_one_migration_prepare (DynArray< TParameter * > *param_base, const SGParamInfo *target, TParameter *&replacement, TParameter *&to_migrate, char *old_name=NULL)
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)

Protected Attributes

CRejectionStrategym_rejection_strategy
 rejection strategy
CBinaryLabelsm_train_labels
 labels used to train the submachines
CMulticlassLabelsm_orig_labels
 original multiclass labels
int32_t m_train_iter
 index of current iterations
int32_t m_num_classes
 number of classes in this problem
EProbHeuristicType m_prob_heuris
 prob output heuristic

Constructor & Destructor Documentation

constructor

Definition at line 18 of file MulticlassStrategy.cpp.

constructor

Parameters
prob_heurisprobability estimation heuristic

Definition at line 24 of file MulticlassStrategy.cpp.

virtual ~CMulticlassStrategy ( )
virtual

destructor

Definition at line 61 of file MulticlassStrategy.h.

Member Function Documentation

void build_gradient_parameter_dictionary ( CMap< TParameter *, CSGObject * > *  dict)
inherited

Builds a dictionary of all parameters in SGObject as well of those of SGObjects that are parameters of this object. Dictionary maps parameters to the objects that own them.

Parameters
dictdictionary of parameters to be built.

Definition at line 1185 of file SGObject.cpp.

CSGObject * clone ( )
virtualinherited

Creates a clone of the current object. This is done via recursively traversing all parameters, which corresponds to a deep copy. Calling equals on the cloned object always returns true although none of the memory of both objects overlaps.

Returns
an identical copy of the given object, which is disjoint in memory. NULL if the clone fails. Note that the returned object is SG_REF'ed

Definition at line 1302 of file SGObject.cpp.

virtual int32_t decide_label ( SGVector< float64_t outputs)
pure virtual

decide the final label.

Parameters
outputsa vector of output from each machine (in that order)

Implemented in CMulticlassOneVsRestStrategy, CECOCStrategy, and CMulticlassOneVsOneStrategy.

virtual SGVector<index_t> decide_label_multiple_output ( SGVector< float64_t outputs,
int32_t  n_outputs 
)
virtual

decide the final label.

Parameters
outputsa vector of output from each machine (in that order)
n_outputsnumber of outputs

Reimplemented in CMulticlassOneVsRestStrategy.

Definition at line 119 of file MulticlassStrategy.h.

CSGObject * deep_copy ( ) const
virtualinherited

A deep copy. All the instance variables will also be copied.

Definition at line 146 of file SGObject.cpp.

bool equals ( CSGObject other,
float64_t  accuracy = 0.0,
bool  tolerant = false 
)
virtualinherited

Recursively compares the current SGObject to another one. Compares all registered numerical parameters, recursion upon complex (SGObject) parameters. Does not compare pointers!

May be overwritten but please do with care! Should not be necessary in most cases.

Parameters
otherobject to compare with
accuracyaccuracy to use for comparison (optional)
tolerantallows linient check on float equality (within accuracy)
Returns
true if all parameters were equal, false if not

Definition at line 1206 of file SGObject.cpp.

SGIO * get_global_io ( )
inherited

get the io object

Returns
io object

Definition at line 183 of file SGObject.cpp.

Parallel * get_global_parallel ( )
inherited

get the parallel object

Returns
parallel object

Definition at line 224 of file SGObject.cpp.

Version * get_global_version ( )
inherited

get the version object

Returns
version object

Definition at line 237 of file SGObject.cpp.

SGStringList< char > get_modelsel_names ( )
inherited
Returns
vector of names of all parameters which are registered for model selection

Definition at line 1077 of file SGObject.cpp.

char * get_modsel_param_descr ( const char *  param_name)
inherited

Returns description of a given parameter string, if it exists. SG_ERROR otherwise

Parameters
param_namename of the parameter
Returns
description of the parameter

Definition at line 1101 of file SGObject.cpp.

index_t get_modsel_param_index ( const char *  param_name)
inherited

Returns index of model selection parameter with provided index

Parameters
param_namename of model selection parameter
Returns
index of model selection parameter with provided name, -1 if there is no such

Definition at line 1114 of file SGObject.cpp.

virtual const char* get_name ( ) const
virtual

get name

Implements CSGObject.

Reimplemented in CMulticlassOneVsRestStrategy, CMulticlassOneVsOneStrategy, and CECOCStrategy.

Definition at line 64 of file MulticlassStrategy.h.

int32_t get_num_classes ( ) const

get number of classes

Definition at line 76 of file MulticlassStrategy.h.

virtual int32_t get_num_machines ( )
pure virtual

get number of machines used in this strategy.

Implemented in CMulticlassOneVsRestStrategy, CMulticlassOneVsOneStrategy, and CECOCStrategy.

EProbHeuristicType get_prob_heuris_type ( )

get prob output heuristic type

Definition at line 130 of file MulticlassStrategy.h.

CRejectionStrategy* get_rejection_strategy ( )

get rejection strategy

Definition at line 82 of file MulticlassStrategy.h.

bool is_generic ( EPrimitiveType *  generic) const
virtualinherited

If the SGSerializable is a class template then TRUE will be returned and GENERIC is set to the type of the generic.

Parameters
genericset to the type of the generic if returning TRUE
Returns
TRUE if a class template.

Definition at line 243 of file SGObject.cpp.

DynArray< TParameter * > * load_all_file_parameters ( int32_t  file_version,
int32_t  current_version,
CSerializableFile file,
const char *  prefix = "" 
)
inherited

maps all parameters of this instance to the provided file version and loads all parameter data from the file into an array, which is sorted (basically calls load_file_parameter(...) for all parameters and puts all results into a sorted array)

Parameters
file_versionparameter version of the file
current_versionversion from which mapping begins (you want to use Version::get_version_parameter() for this in most cases)
filefile to load from
prefixprefix for members
Returns
(sorted) array of created TParameter instances with file data

Definition at line 648 of file SGObject.cpp.

DynArray< TParameter * > * load_file_parameters ( const SGParamInfo param_info,
int32_t  file_version,
CSerializableFile file,
const char *  prefix = "" 
)
inherited

loads some specified parameters from a file with a specified version The provided parameter info has a version which is recursively mapped until the file parameter version is reached. Note that there may be possibly multiple parameters in the mapping, therefore, a set of TParameter instances is returned

Parameters
param_infoinformation of parameter
file_versionparameter version of the file, must be <= provided parameter version
filefile to load from
prefixprefix for members
Returns
new array with TParameter instances with the attached data

Definition at line 489 of file SGObject.cpp.

bool load_serializable ( CSerializableFile file,
const char *  prefix = "",
int32_t  param_version = Version::get_version_parameter() 
)
virtualinherited

Load this object from file. If it will fail (returning FALSE) then this object will contain inconsistent data and should not be used!

Parameters
filewhere to load from
prefixprefix for members
param_version(optional) a parameter version different to (this is mainly for testing, better do not use)
Returns
TRUE if done, otherwise FALSE

Definition at line 320 of file SGObject.cpp.

void load_serializable_post ( ) throw (ShogunException)
protectedvirtualinherited

Can (optionally) be overridden to post-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::LOAD_SERIALIZABLE_POST is called.

Exceptions
ShogunExceptionWill be thrown if an error occurres.

Reimplemented in CKernel, CWeightedDegreePositionStringKernel, CList, CAlphabet, CLinearHMM, CGaussianKernel, CInverseMultiQuadricKernel, CCircularKernel, and CExponentialKernel.

Definition at line 1004 of file SGObject.cpp.

void load_serializable_pre ( ) throw (ShogunException)
protectedvirtualinherited

Can (optionally) be overridden to pre-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::LOAD_SERIALIZABLE_PRE is called.

Exceptions
ShogunExceptionWill be thrown if an error occurres.

Reimplemented in CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool >, and CDynamicObjectArray.

Definition at line 999 of file SGObject.cpp.

void map_parameters ( DynArray< TParameter * > *  param_base,
int32_t &  base_version,
DynArray< const SGParamInfo * > *  target_param_infos 
)
inherited

Takes a set of TParameter instances (base) with a certain version and a set of target parameter infos and recursively maps the base level wise to the current version using CSGObject::migrate(...). The base is replaced. After this call, the base version containing parameters should be of same version/type as the initial target parameter infos. Note for this to work, the migrate methods and all the internal parameter mappings have to match

Parameters
param_baseset of TParameter instances that are mapped to the provided target parameter infos
base_versionversion of the parameter base
target_param_infosset of SGParamInfo instances that specify the target parameter base

Definition at line 686 of file SGObject.cpp.

TParameter * migrate ( DynArray< TParameter * > *  param_base,
const SGParamInfo target 
)
protectedvirtualinherited

creates a new TParameter instance, which contains migrated data from the version that is provided. The provided parameter data base is used for migration, this base is a collection of all parameter data of the previous version. Migration is done FROM the data in param_base TO the provided param info Migration is always one version step. Method has to be implemented in subclasses, if no match is found, base method has to be called.

If there is an element in the param_base which equals the target, a copy of the element is returned. This represents the case when nothing has changed and therefore, the migrate method is not overloaded in a subclass

Parameters
param_baseset of TParameter instances to use for migration
targetparameter info for the resulting TParameter
Returns
a new TParameter instance with migrated data from the base of the type which is specified by the target parameter

Definition at line 893 of file SGObject.cpp.

void one_to_one_migration_prepare ( DynArray< TParameter * > *  param_base,
const SGParamInfo target,
TParameter *&  replacement,
TParameter *&  to_migrate,
char *  old_name = NULL 
)
protectedvirtualinherited

This method prepares everything for a one-to-one parameter migration. One to one here means that only ONE element of the parameter base is needed for the migration (the one with the same name as the target). Data is allocated for the target (in the type as provided in the target SGParamInfo), and a corresponding new TParameter instance is written to replacement. The to_migrate pointer points to the single needed TParameter instance needed for migration. If a name change happened, the old name may be specified by old_name. In addition, the m_delete_data flag of to_migrate is set to true. So if you want to migrate data, the only thing to do after this call is converting the data in the m_parameter fields. If unsure how to use - have a look into an example for this. (base_migration_type_conversion.cpp for example)

Parameters
param_baseset of TParameter instances to use for migration
targetparameter info for the resulting TParameter
replacement(used as output) here the TParameter instance which is returned by migration is created into
to_migratethe only source that is used for migration
old_namewith this parameter, a name change may be specified

Definition at line 833 of file SGObject.cpp.

bool parameter_hash_changed ( )
virtualinherited
Returns
whether parameter combination has changed since last update

Definition at line 209 of file SGObject.cpp.

void print_modsel_params ( )
inherited

prints all parameter registered for model selection and their type

Definition at line 1053 of file SGObject.cpp.

void print_serializable ( const char *  prefix = "")
virtualinherited

prints registered parameters out

Parameters
prefixprefix for members

Definition at line 255 of file SGObject.cpp.

virtual void rescale_outputs ( SGVector< float64_t outputs)
virtual

rescale multiclass outputs according to the selected heuristic NOTE: no matter OVA or OVO, only num_classes rescaled outputs will be returned as the posteriors

Parameters
outputsa vector of output from each machine (in that order)

Reimplemented in CMulticlassOneVsRestStrategy, and CMulticlassOneVsOneStrategy.

Definition at line 148 of file MulticlassStrategy.h.

virtual void rescale_outputs ( SGVector< float64_t outputs,
const SGVector< float64_t As,
const SGVector< float64_t Bs 
)
virtual

rescale multiclass outputs according to the selected heuristic this function only being called with OVA_SOFTMAX heuristic the CStatistics::fit_sigmoid() should be called first

Parameters
outputsa vector of output from each machine (in that order)
Asfitted sigmoid parameters a one for each machine
Bsfitted sigmoid parameters b one for each machine

Reimplemented in CMulticlassOneVsRestStrategy.

Definition at line 160 of file MulticlassStrategy.h.

bool save_serializable ( CSerializableFile file,
const char *  prefix = "",
int32_t  param_version = Version::get_version_parameter() 
)
virtualinherited

Save this object to file.

Parameters
filewhere to save the object; will be closed during returning if PREFIX is an empty string.
prefixprefix for members
param_version(optional) a parameter version different to (this is mainly for testing, better do not use)
Returns
TRUE if done, otherwise FALSE

Definition at line 261 of file SGObject.cpp.

void save_serializable_post ( ) throw (ShogunException)
protectedvirtualinherited

Can (optionally) be overridden to post-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::SAVE_SERIALIZABLE_POST is called.

Exceptions
ShogunExceptionWill be thrown if an error occurres.

Reimplemented in CKernel.

Definition at line 1014 of file SGObject.cpp.

void save_serializable_pre ( ) throw (ShogunException)
protectedvirtualinherited

Can (optionally) be overridden to pre-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::SAVE_SERIALIZABLE_PRE is called.

Exceptions
ShogunExceptionWill be thrown if an error occurres.

Reimplemented in CKernel, CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool >, and CDynamicObjectArray.

Definition at line 1009 of file SGObject.cpp.

void set_generic< complex128_t > ( )
inherited

set generic type to T

Definition at line 38 of file SGObject.cpp.

void set_global_io ( SGIO io)
inherited

set the io object

Parameters
ioio object to use

Definition at line 176 of file SGObject.cpp.

void set_global_parallel ( Parallel parallel)
inherited

set the parallel object

Parameters
parallelparallel object to use

Definition at line 189 of file SGObject.cpp.

void set_global_version ( Version version)
inherited

set the version object

Parameters
versionversion object to use

Definition at line 230 of file SGObject.cpp.

void set_num_classes ( int32_t  num_classes)

set number of classes

Reimplemented in CMulticlassOneVsOneStrategy.

Definition at line 70 of file MulticlassStrategy.h.

void set_prob_heuris_type ( EProbHeuristicType  prob_heuris)

set prob output heuristic type

Parameters
prob_heuristype of probability heuristic

Definition at line 138 of file MulticlassStrategy.h.

void set_rejection_strategy ( CRejectionStrategy rejection_strategy)

set rejection strategy

Definition at line 89 of file MulticlassStrategy.h.

CSGObject * shallow_copy ( ) const
virtualinherited

A shallow copy. All the SGObject instance variables will be simply assigned and SG_REF-ed.

Reimplemented in CGaussianKernel.

Definition at line 140 of file SGObject.cpp.

virtual bool train_has_more ( )
pure virtual

has more training phase

Implemented in CMulticlassOneVsRestStrategy, CECOCStrategy, and CMulticlassOneVsOneStrategy.

SGVector< int32_t > train_prepare_next ( )
virtual

prepare for the next training phase.

Returns
The subset that should be applied. Return NULL when no subset is needed.

Reimplemented in CMulticlassOneVsRestStrategy, CECOCStrategy, and CMulticlassOneVsOneStrategy.

Definition at line 57 of file MulticlassStrategy.cpp.

void train_start ( CMulticlassLabels orig_labels,
CBinaryLabels train_labels 
)
virtual

start training

Reimplemented in CMulticlassOneVsRestStrategy, CECOCStrategy, and CMulticlassOneVsOneStrategy.

Definition at line 46 of file MulticlassStrategy.cpp.

void train_stop ( )
virtual

finish training, release resources

Definition at line 63 of file MulticlassStrategy.cpp.

void unset_generic ( )
inherited

unset generic type

this has to be called in classes specializing a template class

Definition at line 250 of file SGObject.cpp.

void update_parameter_hash ( )
virtualinherited

Updates the hash of current parameter combination

Definition at line 196 of file SGObject.cpp.

Member Data Documentation

SGIO* io
inherited

io

Definition at line 461 of file SGObject.h.

Parameter* m_gradient_parameters
inherited

parameters wrt which we can compute gradients

Definition at line 476 of file SGObject.h.

uint32_t m_hash
inherited

Hash of parameter values

Definition at line 482 of file SGObject.h.

Parameter* m_model_selection_parameters
inherited

model selection parameters

Definition at line 473 of file SGObject.h.

int32_t m_num_classes
protected

number of classes in this problem

Definition at line 176 of file MulticlassStrategy.h.

CMulticlassLabels* m_orig_labels
protected

original multiclass labels

Definition at line 174 of file MulticlassStrategy.h.

ParameterMap* m_parameter_map
inherited

map for different parameter versions

Definition at line 479 of file SGObject.h.

Parameter* m_parameters
inherited

parameters

Definition at line 470 of file SGObject.h.

EProbHeuristicType m_prob_heuris
protected

prob output heuristic

Definition at line 177 of file MulticlassStrategy.h.

CRejectionStrategy* m_rejection_strategy
protected

rejection strategy

Definition at line 172 of file MulticlassStrategy.h.

int32_t m_train_iter
protected

index of current iterations

Definition at line 175 of file MulticlassStrategy.h.

CBinaryLabels* m_train_labels
protected

labels used to train the submachines

Definition at line 173 of file MulticlassStrategy.h.

Parallel* parallel
inherited

parallel

Definition at line 464 of file SGObject.h.

Version* version
inherited

version

Definition at line 467 of file SGObject.h.


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

SHOGUN Machine Learning Toolbox - Documentation