class MulticlassStrategy used to construct generic multiclass classifiers with ensembles of binary classifiers
在文件 MulticlassStrategy.h 第 49 行定义.
Public 成员函数 | |
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 |
CRejectionStrategy * | get_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_t > | decide_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 CSGObject * | shallow_copy () const |
virtual CSGObject * | deep_copy () const |
virtual bool | is_generic (EPrimitiveType *generic) const |
template<class T > | |
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 () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
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) |
SGIO * | get_global_io () |
void | set_global_parallel (Parallel *parallel) |
Parallel * | get_global_parallel () |
void | set_global_version (Version *version) |
Version * | get_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 CSGObject * | clone () |
Public 属性 | |
SGIO * | io |
Parallel * | parallel |
Version * | version |
Parameter * | m_parameters |
Parameter * | m_model_selection_parameters |
Parameter * | m_gradient_parameters |
uint32_t | m_hash |
Protected 成员函数 | |
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 属性 | |
CRejectionStrategy * | m_rejection_strategy |
rejection strategy 更多... | |
CBinaryLabels * | m_train_labels |
labels used to train the submachines 更多... | |
CMulticlassLabels * | m_orig_labels |
original multiclass labels 更多... | |
int32_t | m_train_iter |
index of current iterations 更多... | |
int32_t | m_num_classes |
number of classes in this problem 更多... | |
EProbHeuristicType | m_prob_heuris |
prob output heuristic 更多... | |
constructor
在文件 MulticlassStrategy.cpp 第 18 行定义.
CMulticlassStrategy | ( | EProbHeuristicType | prob_heuris | ) |
|
virtual |
destructor
在文件 MulticlassStrategy.h 第 61 行定义.
|
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.
dict | dictionary of parameters to be built. |
在文件 SGObject.cpp 第 597 行定义.
|
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.
在文件 SGObject.cpp 第 714 行定义.
decide the final label.
outputs | a vector of output from each machine (in that order) |
在 CMulticlassOneVsRestStrategy, CECOCStrategy , 以及 CMulticlassOneVsOneStrategy 内被实现.
|
virtual |
decide the final label.
outputs | a vector of output from each machine (in that order) |
n_outputs | number of outputs |
被 CMulticlassOneVsRestStrategy 重载.
在文件 MulticlassStrategy.h 第 119 行定义.
|
virtualinherited |
A deep copy. All the instance variables will also be copied.
在文件 SGObject.cpp 第 198 行定义.
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.
other | object to compare with |
accuracy | accuracy to use for comparison (optional) |
tolerant | allows linient check on float equality (within accuracy) |
在文件 SGObject.cpp 第 618 行定义.
|
inherited |
|
inherited |
|
inherited |
|
inherited |
在文件 SGObject.cpp 第 498 行定义.
|
inherited |
Returns description of a given parameter string, if it exists. SG_ERROR otherwise
param_name | name of the parameter |
在文件 SGObject.cpp 第 522 行定义.
|
inherited |
Returns index of model selection parameter with provided index
param_name | name of model selection parameter |
在文件 SGObject.cpp 第 535 行定义.
|
virtual |
get name
实现了 CSGObject.
被 CMulticlassOneVsRestStrategy, CMulticlassOneVsOneStrategy , 以及 CECOCStrategy 重载.
在文件 MulticlassStrategy.h 第 64 行定义.
int32_t get_num_classes | ( | ) | const |
get number of classes
在文件 MulticlassStrategy.h 第 76 行定义.
|
pure virtual |
get number of machines used in this strategy.
在 CMulticlassOneVsRestStrategy, CECOCStrategy , 以及 CMulticlassOneVsOneStrategy 内被实现.
EProbHeuristicType get_prob_heuris_type | ( | ) |
get prob output heuristic type
在文件 MulticlassStrategy.h 第 130 行定义.
CRejectionStrategy* get_rejection_strategy | ( | ) |
get rejection strategy
在文件 MulticlassStrategy.h 第 82 行定义.
|
virtualinherited |
If the SGSerializable is a class template then TRUE will be returned and GENERIC is set to the type of the generic.
generic | set to the type of the generic if returning TRUE |
在文件 SGObject.cpp 第 296 行定义.
|
virtualinherited |
Load this object from file. If it will fail (returning FALSE) then this object will contain inconsistent data and should not be used!
file | where to load from |
prefix | prefix for members |
在文件 SGObject.cpp 第 369 行定义.
|
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.
ShogunException | will be thrown if an error occurs. |
被 CKernel, CWeightedDegreePositionStringKernel, CList, CAlphabet, CLinearHMM, CGaussianKernel, CInverseMultiQuadricKernel, CCircularKernel , 以及 CExponentialKernel 重载.
在文件 SGObject.cpp 第 426 行定义.
|
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.
ShogunException | will be thrown if an error occurs. |
被 CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool > , 以及 CDynamicObjectArray 重载.
在文件 SGObject.cpp 第 421 行定义.
|
virtualinherited |
在文件 SGObject.cpp 第 262 行定义.
|
inherited |
prints all parameter registered for model selection and their type
在文件 SGObject.cpp 第 474 行定义.
|
virtualinherited |
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
outputs | a vector of output from each machine (in that order) |
被 CMulticlassOneVsRestStrategy , 以及 CMulticlassOneVsOneStrategy 重载.
在文件 MulticlassStrategy.h 第 148 行定义.
|
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
outputs | a vector of output from each machine (in that order) |
As | fitted sigmoid parameters a one for each machine |
Bs | fitted sigmoid parameters b one for each machine |
被 CMulticlassOneVsRestStrategy 重载.
在文件 MulticlassStrategy.h 第 160 行定义.
|
virtualinherited |
Save this object to file.
file | where to save the object; will be closed during returning if PREFIX is an empty string. |
prefix | prefix for members |
在文件 SGObject.cpp 第 314 行定义.
|
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.
ShogunException | will be thrown if an error occurs. |
被 CKernel 重载.
在文件 SGObject.cpp 第 436 行定义.
|
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.
ShogunException | will be thrown if an error occurs. |
被 CKernel, CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool > , 以及 CDynamicObjectArray 重载.
在文件 SGObject.cpp 第 431 行定义.
|
inherited |
在文件 SGObject.cpp 第 41 行定义.
|
inherited |
在文件 SGObject.cpp 第 46 行定义.
|
inherited |
在文件 SGObject.cpp 第 51 行定义.
|
inherited |
在文件 SGObject.cpp 第 56 行定义.
|
inherited |
在文件 SGObject.cpp 第 61 行定义.
|
inherited |
在文件 SGObject.cpp 第 66 行定义.
|
inherited |
在文件 SGObject.cpp 第 71 行定义.
|
inherited |
在文件 SGObject.cpp 第 76 行定义.
|
inherited |
在文件 SGObject.cpp 第 81 行定义.
|
inherited |
在文件 SGObject.cpp 第 86 行定义.
|
inherited |
在文件 SGObject.cpp 第 91 行定义.
|
inherited |
在文件 SGObject.cpp 第 96 行定义.
|
inherited |
在文件 SGObject.cpp 第 101 行定义.
|
inherited |
在文件 SGObject.cpp 第 106 行定义.
|
inherited |
在文件 SGObject.cpp 第 111 行定义.
|
inherited |
set generic type to T
|
inherited |
|
inherited |
|
inherited |
void set_num_classes | ( | int32_t | num_classes | ) |
set number of classes
在文件 MulticlassStrategy.h 第 70 行定义.
void set_prob_heuris_type | ( | EProbHeuristicType | prob_heuris | ) |
set prob output heuristic type
prob_heuris | type of probability heuristic |
在文件 MulticlassStrategy.h 第 138 行定义.
void set_rejection_strategy | ( | CRejectionStrategy * | rejection_strategy | ) |
set rejection strategy
在文件 MulticlassStrategy.h 第 89 行定义.
|
virtualinherited |
A shallow copy. All the SGObject instance variables will be simply assigned and SG_REF-ed.
被 CGaussianKernel 重载.
在文件 SGObject.cpp 第 192 行定义.
|
pure virtual |
has more training phase
在 CMulticlassOneVsRestStrategy, CECOCStrategy , 以及 CMulticlassOneVsOneStrategy 内被实现.
|
virtual |
prepare for the next training phase.
被 CMulticlassOneVsRestStrategy, CECOCStrategy , 以及 CMulticlassOneVsOneStrategy 重载.
在文件 MulticlassStrategy.cpp 第 57 行定义.
|
virtual |
start training
被 CMulticlassOneVsRestStrategy, CECOCStrategy , 以及 CMulticlassOneVsOneStrategy 重载.
在文件 MulticlassStrategy.cpp 第 46 行定义.
|
virtual |
finish training, release resources
在文件 MulticlassStrategy.cpp 第 63 行定义.
|
inherited |
unset generic type
this has to be called in classes specializing a template class
在文件 SGObject.cpp 第 303 行定义.
|
virtualinherited |
Updates the hash of current parameter combination
在文件 SGObject.cpp 第 248 行定义.
|
inherited |
io
在文件 SGObject.h 第 369 行定义.
|
inherited |
parameters wrt which we can compute gradients
在文件 SGObject.h 第 384 行定义.
|
inherited |
Hash of parameter values
在文件 SGObject.h 第 387 行定义.
|
inherited |
model selection parameters
在文件 SGObject.h 第 381 行定义.
|
protected |
number of classes in this problem
在文件 MulticlassStrategy.h 第 176 行定义.
|
protected |
original multiclass labels
在文件 MulticlassStrategy.h 第 174 行定义.
|
inherited |
parameters
在文件 SGObject.h 第 378 行定义.
|
protected |
prob output heuristic
在文件 MulticlassStrategy.h 第 177 行定义.
|
protected |
rejection strategy
在文件 MulticlassStrategy.h 第 172 行定义.
|
protected |
index of current iterations
在文件 MulticlassStrategy.h 第 175 行定义.
|
protected |
labels used to train the submachines
在文件 MulticlassStrategy.h 第 173 行定义.
|
inherited |
parallel
在文件 SGObject.h 第 372 行定义.
|
inherited |
version
在文件 SGObject.h 第 375 行定义.