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CMultitaskKernelMaskNormalizer Class Reference

Detailed Description

The MultitaskKernel allows Multitask Learning via a modified kernel function.

The user defines a set of active tasks. Subsequently, only similarities between active tasks are taken into account. Kernel entries between tasks of which at least one is not an active tasks are set to zero.

\[ K_S(x,y)=\left\{\begin{array}{cl} K_B(x,y), & \mbox{if } t(x) \in S \wedge t(y) \in S\\ 0, & \mbox{else} \end{array}\right. \]

Definition at line 33 of file MultitaskKernelMaskNormalizer.h.

Inheritance diagram for CMultitaskKernelMaskNormalizer:
Inheritance graph
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Public Member Functions

 CMultitaskKernelMaskNormalizer ()
 CMultitaskKernelMaskNormalizer (std::vector< int32_t > task_lhs, std::vector< int32_t > task_rhs, std::vector< int32_t > active_tasks_vec)
virtual ~CMultitaskKernelMaskNormalizer ()
virtual bool init (CKernel *k)
virtual float64_t normalize (float64_t value, int32_t idx_lhs, int32_t idx_rhs)
virtual float64_t normalize_lhs (float64_t value, int32_t idx_lhs)
virtual float64_t normalize_rhs (float64_t value, int32_t idx_rhs)
std::vector< int32_t > get_task_vector_lhs () const
void set_task_vector_lhs (std::vector< int32_t > vec)
std::vector< int32_t > get_task_vector_rhs () const
void set_task_vector_rhs (std::vector< int32_t > vec)
void set_task_vector (std::vector< int32_t > vec)
float64_t get_similarity (int32_t task_lhs, int32_t task_rhs)
std::vector< int32_t > get_active_tasks ()
float64_t get_normalization_constant () const
float64_t set_normalization_constant (float64_t constant)
virtual const char * get_name () const
CMultitaskKernelMaskNormalizerKernelNormalizerToMultitaskKernelMaskNormalizer (CKernelNormalizer *n)
- Public Member Functions inherited from CKernelNormalizer
 CKernelNormalizer ()
virtual ~CKernelNormalizer ()
virtual void register_params ()
ENormalizerType get_normalizer_type ()
void set_normalizer_type (ENormalizerType type)
- 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 Attributes

std::set< int32_t > active_tasks
std::vector< int32_t > task_vector_lhs
std::vector< int32_t > task_vector_rhs
float64_t scale
float64_t normalization_constant
- Protected Attributes inherited from CKernelNormalizer
ENormalizerType m_type

Additional Inherited Members

- Public Attributes inherited from CSGObject
SGIOio
Parallelparallel
Versionversion
Parameterm_parameters
Parameterm_model_selection_parameters
- 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)

Constructor & Destructor Documentation

default constructor

Definition at line 40 of file MultitaskKernelMaskNormalizer.h.

CMultitaskKernelMaskNormalizer ( std::vector< int32_t >  task_lhs,
std::vector< int32_t >  task_rhs,
std::vector< int32_t >  active_tasks_vec 
)

default constructor

Parameters
task_lhstask vector with containing task_id for each example for left hand side
task_rhstask vector with containing task_id for each example for right hand side
active_tasks_vec

Definition at line 51 of file MultitaskKernelMaskNormalizer.h.

virtual ~CMultitaskKernelMaskNormalizer ( )
virtual

default destructor

Definition at line 71 of file MultitaskKernelMaskNormalizer.h.

Member Function Documentation

std::vector<int32_t> get_active_tasks ( )
Returns
list of active task ids

Definition at line 226 of file MultitaskKernelMaskNormalizer.h.

virtual const char* get_name ( ) const
virtual
Returns
object name

Implements CSGObject.

Definition at line 260 of file MultitaskKernelMaskNormalizer.h.

float64_t get_normalization_constant ( ) const
Returns
normalization constant

Definition at line 243 of file MultitaskKernelMaskNormalizer.h.

float64_t get_similarity ( int32_t  task_lhs,
int32_t  task_rhs 
)
Parameters
task_lhstask_id on left hand side
task_rhstask_id on right hand side
Returns
similarity between tasks

Definition at line 206 of file MultitaskKernelMaskNormalizer.h.

std::vector<int32_t> get_task_vector_lhs ( ) const
Returns
vec task vector with containing task_id for each example on left hand side

Definition at line 153 of file MultitaskKernelMaskNormalizer.h.

std::vector<int32_t> get_task_vector_rhs ( ) const
Returns
vec task vector with containing task_id for each example on right hand side

Definition at line 174 of file MultitaskKernelMaskNormalizer.h.

virtual bool init ( CKernel k)
virtual

initialization of the normalizer

Parameters
kkernel

Implements CKernelNormalizer.

Definition at line 77 of file MultitaskKernelMaskNormalizer.h.

CMultitaskKernelMaskNormalizer* KernelNormalizerToMultitaskKernelMaskNormalizer ( CKernelNormalizer n)

casts kernel normalizer to multitask kernel mask normalizer

Parameters
nkernel normalizer to cast

Definition at line 268 of file MultitaskKernelMaskNormalizer.h.

virtual float64_t normalize ( float64_t  value,
int32_t  idx_lhs,
int32_t  idx_rhs 
)
virtual

normalize the kernel value

Parameters
valuekernel value
idx_lhsindex of left hand side vector
idx_rhsindex of right hand side vector

Implements CKernelNormalizer.

Definition at line 114 of file MultitaskKernelMaskNormalizer.h.

virtual float64_t normalize_lhs ( float64_t  value,
int32_t  idx_lhs 
)
virtual

normalize only the left hand side vector

Parameters
valuevalue of a component of the left hand side feature vector
idx_lhsindex of left hand side vector

Implements CKernelNormalizer.

Definition at line 136 of file MultitaskKernelMaskNormalizer.h.

virtual float64_t normalize_rhs ( float64_t  value,
int32_t  idx_rhs 
)
virtual

normalize only the right hand side vector

Parameters
valuevalue of a component of the right hand side feature vector
idx_rhsindex of right hand side vector

Implements CKernelNormalizer.

Definition at line 146 of file MultitaskKernelMaskNormalizer.h.

float64_t set_normalization_constant ( float64_t  constant)
Parameters
constantnormalization constant

Definition at line 251 of file MultitaskKernelMaskNormalizer.h.

void set_task_vector ( std::vector< int32_t >  vec)
Parameters
vectask vector with containing task_id for each example

Definition at line 194 of file MultitaskKernelMaskNormalizer.h.

void set_task_vector_lhs ( std::vector< int32_t >  vec)
Parameters
vectask vector with containing task_id for each example

Definition at line 160 of file MultitaskKernelMaskNormalizer.h.

void set_task_vector_rhs ( std::vector< int32_t >  vec)
Parameters
vectask vector with containing task_id for each example

Definition at line 181 of file MultitaskKernelMaskNormalizer.h.

Member Data Documentation

std::set<int32_t> active_tasks
protected

list of active tasks

Definition at line 275 of file MultitaskKernelMaskNormalizer.h.

float64_t normalization_constant
protected

outer normalization constant

Definition at line 287 of file MultitaskKernelMaskNormalizer.h.

float64_t scale
protected

value of first element

Definition at line 284 of file MultitaskKernelMaskNormalizer.h.

std::vector<int32_t> task_vector_lhs
protected

task vector indicating to which task each example on the left hand side belongs

Definition at line 278 of file MultitaskKernelMaskNormalizer.h.

std::vector<int32_t> task_vector_rhs
protected

task vector indicating to which task each example on the right hand side belongs

Definition at line 281 of file MultitaskKernelMaskNormalizer.h.


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

SHOGUN Machine Learning Toolbox - Documentation