CWeightedCommWordStringKernel Class Reference

Inheritance diagram for CWeightedCommWordStringKernel:

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List of all members.

Detailed Description

kernel WeightedCommWordString

Definition at line 22 of file WeightedCommWordStringKernel.h.


Public Member Functions

 CWeightedCommWordStringKernel (INT size, bool use_sign, ENormalizationType normalization_=FULL_NORMALIZATION)
 CWeightedCommWordStringKernel (CStringFeatures< WORD > *l, CStringFeatures< WORD > *r, bool use_sign=false, ENormalizationType normalization_=FULL_NORMALIZATION, INT size=10)
virtual ~CWeightedCommWordStringKernel ()
virtual bool init (CFeatures *l, CFeatures *r)
virtual void cleanup ()
virtual DREAL compute_optimized (INT idx)
virtual void add_to_normal (INT idx, DREAL weight)
void merge_normal ()
bool set_wd_weights ()
bool set_weights (DREAL *w, INT d)
virtual EKernelType get_kernel_type ()
virtual const CHAR * get_name ()
virtual EFeatureType get_feature_type ()
virtual DREAL * compute_scoring (INT max_degree, INT &num_feat, INT &num_sym, DREAL *target, INT num_suppvec, INT *IDX, DREAL *alphas, bool do_init=true)
bool load_init (FILE *src)
bool save_init (FILE *dest)
virtual bool init_dictionary (INT size)
virtual bool init_optimization (INT count, INT *IDX, DREAL *weights)
virtual bool delete_optimization ()
virtual void clear_normal ()
virtual void remove_lhs ()
virtual void remove_rhs ()
void get_dictionary (INT &dsize, DREAL *&dweights)
CHAR * compute_consensus (INT &num_feat, INT num_suppvec, INT *IDX, DREAL *alphas)
void set_use_dict_diagonal_optimization (bool flag)
bool get_use_dict_diagonal_optimization ()
virtual EFeatureClass get_feature_class ()
DREAL kernel (INT idx_a, INT idx_b)
void get_kernel_matrix (DREAL **dst, INT *m, INT *n)
virtual DREAL * get_kernel_matrix_real (int &m, int &n, DREAL *target)
virtual SHORTREAL * get_kernel_matrix_shortreal (int &m, int &n, SHORTREAL *target)
bool load (CHAR *fname)
bool save (CHAR *fname)
CFeatures * get_lhs ()
CFeatures * get_rhs ()
INT get_num_vec_lhs ()
INT get_num_vec_rhs ()
bool has_features ()
virtual void remove_lhs_and_rhs ()
void set_cache_size (INT size)
int get_cache_size ()
void list_kernel ()
bool has_property (EKernelProperty p)
EOptimizationType get_optimization_type ()
virtual void set_optimization_type (EOptimizationType t)
bool get_is_initialized ()
bool init_optimization_svm (CSVM *svm)
virtual void compute_batch (INT num_vec, INT *vec_idx, DREAL *target, INT num_suppvec, INT *IDX, DREAL *alphas, DREAL factor=1.0)
DREAL get_combined_kernel_weight ()
void set_combined_kernel_weight (double nw)
virtual INT get_num_subkernels ()
virtual void compute_by_subkernel (INT vector_idx, DREAL *subkernel_contrib)
virtual const DREAL * get_subkernel_weights (INT &num_weights)
virtual void set_subkernel_weights (DREAL *weights, INT num_weights)
bool get_precompute_matrix ()
bool get_precompute_subkernel_matrix ()
virtual void set_precompute_matrix (bool flag, bool subkernel_flag)

Static Public Attributes

static CParallel parallel
static CIO io
static CVersion version

Protected Member Functions

virtual DREAL compute_helper (INT idx_a, INT idx_b, bool do_sort)
virtual DREAL compute (INT idx_a, INT idx_b)
virtual DREAL compute_diag (INT idx_a)
DREAL normalize_weight (DREAL *weights, DREAL value, INT seq_num, INT seq_len, ENormalizationType p_normalization)
void set_property (EKernelProperty p)
void unset_property (EKernelProperty p)
void set_is_initialized (bool p_init)
void do_precompute_matrix ()
 matrix precomputation
void init_sqrt_diag (DREAL *v, INT num)

Protected Attributes

INT degree
DREAL * weights
DREAL * sqrtdiag_lhs
DREAL * sqrtdiag_rhs
bool initialized
INT dictionary_size
DREAL * dictionary_weights
bool use_sign
ENormalizationType normalization
bool use_dict_diagonal_optimization
INT * dict_diagonal_optimization
INT cache_size
 cache_size in MB
KERNELCACHE_ELEM * kernel_matrix
SHORTREAL * precomputed_matrix
bool precompute_subkernel_matrix
bool precompute_matrix
CFeatures * lhs
 feature vectors to occur on left hand side
CFeatures * rhs
 feature vectors to occur on right hand side
DREAL combined_kernel_weight
bool optimization_initialized
EOptimizationType opt_type
ULONG properties

Constructor & Destructor Documentation

CWeightedCommWordStringKernel::CWeightedCommWordStringKernel ( INT  size,
bool  use_sign,
ENormalizationType  normalization_ = FULL_NORMALIZATION 
)

constructor

Parameters:
size cache size
use_sign if sign shall be used
normalization_ type of normalization

Definition at line 16 of file WeightedCommWordStringKernel.cpp.

CWeightedCommWordStringKernel::CWeightedCommWordStringKernel ( CStringFeatures< WORD > *  l,
CStringFeatures< WORD > *  r,
bool  use_sign = false,
ENormalizationType  normalization_ = FULL_NORMALIZATION,
INT  size = 10 
)

constructor

Parameters:
l features of left-hand side
r features of right-hand side
use_sign if sign shall be used
normalization_ type of normalization
size cache size

Definition at line 24 of file WeightedCommWordStringKernel.cpp.

CWeightedCommWordStringKernel::~CWeightedCommWordStringKernel (  )  [virtual]

Definition at line 35 of file WeightedCommWordStringKernel.cpp.

Member Function Documentation

bool CWeightedCommWordStringKernel::init ( CFeatures *  l,
CFeatures *  r 
) [virtual]

initialize kernel

Parameters:
l features of left-hand side
r features of right-hand side
Returns:
if initializing was successful

Reimplemented from CCommWordStringKernel.

Definition at line 40 of file WeightedCommWordStringKernel.cpp.

void CWeightedCommWordStringKernel::cleanup (  )  [virtual]

clean up kernel

Reimplemented from CCommWordStringKernel.

Definition at line 50 of file WeightedCommWordStringKernel.cpp.

DREAL CWeightedCommWordStringKernel::compute_optimized ( INT  idx  )  [virtual]

compute optimized

Parameters:
idx index to compute
Returns:
optimized value at given index

Reimplemented from CCommWordStringKernel.

Definition at line 256 of file WeightedCommWordStringKernel.cpp.

void CWeightedCommWordStringKernel::add_to_normal ( INT  idx,
DREAL  weight 
) [virtual]

add to normal

Parameters:
idx where to add
weight what to add

Reimplemented from CCommWordStringKernel.

Definition at line 198 of file WeightedCommWordStringKernel.cpp.

void CWeightedCommWordStringKernel::merge_normal (  ) 

merge normal

Definition at line 224 of file WeightedCommWordStringKernel.cpp.

bool CWeightedCommWordStringKernel::set_wd_weights (  ) 

set weighted degree weights

Returns:
if setting was successful

Definition at line 57 of file WeightedCommWordStringKernel.cpp.

bool CWeightedCommWordStringKernel::set_weights ( DREAL *  w,
INT  d 
)

set custom weights (swig compatible)

Parameters:
w weights
d degree (must match number of weights)
Returns:
if setting was successful

Definition at line 76 of file WeightedCommWordStringKernel.cpp.

virtual EKernelType CWeightedCommWordStringKernel::get_kernel_type (  )  [virtual]

return what type of kernel we are

Returns:
kernel type WEIGHTEDCOMMWORDSTRING

Reimplemented from CCommWordStringKernel.

Definition at line 96 of file WeightedCommWordStringKernel.h.

virtual const CHAR* CWeightedCommWordStringKernel::get_name (  )  [virtual]

return the kernel's name

Returns:
name WeightedCommWordString

Reimplemented from CCommWordStringKernel.

Definition at line 102 of file WeightedCommWordStringKernel.h.

virtual EFeatureType CWeightedCommWordStringKernel::get_feature_type (  )  [virtual]

return feature type the kernel can deal with

Returns:
feature type WORD

Reimplemented from CCommWordStringKernel.

Definition at line 108 of file WeightedCommWordStringKernel.h.

DREAL * CWeightedCommWordStringKernel::compute_scoring ( INT  max_degree,
INT &  num_feat,
INT &  num_sym,
DREAL *  target,
INT  num_suppvec,
INT *  IDX,
DREAL *  alphas,
bool  do_init = true 
) [virtual]

compute scoring

Parameters:
max_degree maximum degree
num_feat number of features
num_sym number of symbols
target target
num_suppvec number of support vectors
IDX IDX
alphas alphas
do_init if initialization shall be performed
Returns:
computed score

Reimplemented from CCommWordStringKernel.

Definition at line 289 of file WeightedCommWordStringKernel.cpp.

DREAL CWeightedCommWordStringKernel::compute_helper ( INT  idx_a,
INT  idx_b,
bool  do_sort 
) [protected, virtual]

helper for compute

Parameters:
idx_a index a
idx_b index b
do_sort if sorting shall be performed

Reimplemented from CCommWordStringKernel.

Definition at line 87 of file WeightedCommWordStringKernel.cpp.

bool CCommWordStringKernel::load_init ( FILE *  src  )  [virtual, inherited]

load kernel init_data

Parameters:
src file to load from
Returns:
if loading was successful

Implements CKernel.

Definition at line 187 of file CommWordStringKernel.cpp.

bool CCommWordStringKernel::save_init ( FILE *  dest  )  [virtual, inherited]

save kernel init_data

Parameters:
dest file to save to
Returns:
if saving was successful

Implements CKernel.

Definition at line 192 of file CommWordStringKernel.cpp.

bool CCommWordStringKernel::init_dictionary ( INT  size  )  [virtual, inherited]

initialize dictionary

Parameters:
size size

Definition at line 40 of file CommWordStringKernel.cpp.

bool CCommWordStringKernel::init_optimization ( INT  count,
INT *  IDX,
DREAL *  weights 
) [virtual, inherited]

initialize optimization

Parameters:
count count
IDX index
weights weights
Returns:
if initializing was successful

Reimplemented from CKernel.

Definition at line 409 of file CommWordStringKernel.cpp.

bool CCommWordStringKernel::delete_optimization (  )  [virtual, inherited]

delete optimization

Returns:
if deleting was successful

Reimplemented from CKernel.

Definition at line 436 of file CommWordStringKernel.cpp.

void CCommWordStringKernel::clear_normal (  )  [virtual, inherited]

clear normal

Reimplemented from CKernel.

Definition at line 403 of file CommWordStringKernel.cpp.

void CCommWordStringKernel::remove_lhs (  )  [virtual, inherited]

remove lhs from kernel

Reimplemented from CKernel.

Definition at line 59 of file CommWordStringKernel.cpp.

void CCommWordStringKernel::remove_rhs (  )  [virtual, inherited]

remove rhs from kernel

Reimplemented from CKernel.

Definition at line 79 of file CommWordStringKernel.cpp.

void CCommWordStringKernel::get_dictionary ( INT &  dsize,
DREAL *&  dweights 
) [inherited]

get dictionary

Parameters:
dsize dictionary size will be stored in here
dweights dictionary weights will be stored in here

Definition at line 164 of file CommWordStringKernel.h.

CHAR * CCommWordStringKernel::compute_consensus ( INT &  num_feat,
INT  num_suppvec,
INT *  IDX,
DREAL *  alphas 
) [inherited]

compute consensus

Parameters:
num_feat number of features
num_suppvec number of support vectors
IDX IDX
alphas alphas
Returns:
computed consensus

Definition at line 612 of file CommWordStringKernel.cpp.

void CCommWordStringKernel::set_use_dict_diagonal_optimization ( bool  flag  )  [inherited]

set_use_dict_diagonal_optimization

Parameters:
flag enable diagonal optimization

Definition at line 202 of file CommWordStringKernel.h.

bool CCommWordStringKernel::get_use_dict_diagonal_optimization (  )  [inherited]

get.use.dict.diagonal.optimization

Returns:
true if diagonal optimization is on

Definition at line 211 of file CommWordStringKernel.h.

virtual DREAL CCommWordStringKernel::compute ( INT  idx_a,
INT  idx_b 
) [protected, virtual, inherited]

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

Parameters:
idx_a index a
idx_b index b
Returns:
computed kernel function at indices a,b

Implements CKernel.

Definition at line 225 of file CommWordStringKernel.h.

DREAL CCommWordStringKernel::compute_diag ( INT  idx_a  )  [protected, virtual, inherited]

helper to compute only diagonal normalization for training

Parameters:
idx_a index a
Returns:
unnormalized diagonal value

Definition at line 197 of file CommWordStringKernel.cpp.

DREAL CCommWordStringKernel::normalize_weight ( DREAL *  weights,
DREAL  value,
INT  seq_num,
INT  seq_len,
ENormalizationType  p_normalization 
) [protected, inherited]

normalize weight

Parameters:
weights weights
value value
seq_num sequence number
seq_len length of sequence
p_normalization type of normalization

Definition at line 254 of file CommWordStringKernel.h.

template<class ST>
virtual EFeatureClass CStringKernel< ST >::get_feature_class (  )  [virtual, inherited]

return feature class the kernel can deal with

Returns:
feature class STRING

Implements CKernel.

Definition at line 63 of file StringKernel.h.

DREAL CKernel::kernel ( INT  idx_a,
INT  idx_b 
) [inherited]

get kernel function for lhs feature vector a and rhs feature vector b

Parameters:
idx_a index of feature vector a
idx_b index of feature vector b
Returns:
computed kernel function

Definition at line 48 of file Kernel.h.

void CKernel::get_kernel_matrix ( DREAL **  dst,
INT *  m,
INT *  n 
) [inherited]

get kernel matrix

Parameters:
dst destination where matrix will be stored
m dimension m of matrix
n dimension n of matrix

Definition at line 79 of file Kernel.cpp.

DREAL * CKernel::get_kernel_matrix_real ( int &  m,
int &  n,
DREAL *  target 
) [virtual, inherited]

get kernel matrix real

Parameters:
m dimension m of matrix
n dimension n of matrix
target the kernel matrix
Returns:
the kernel matrix

Definition at line 216 of file Kernel.cpp.

SHORTREAL * CKernel::get_kernel_matrix_shortreal ( int &  m,
int &  n,
SHORTREAL *  target 
) [virtual, inherited]

get kernel matrix shortreal

Parameters:
m dimension m of matrix
n dimension n of matrix
target target for kernel matrix
Returns:
the kernel matrix

Reimplemented in CCustomKernel.

Definition at line 146 of file Kernel.cpp.

bool CKernel::load ( CHAR *  fname  )  [inherited]

load the kernel matrix

Parameters:
fname filename to load from
Returns:
if loading was succesful

Definition at line 322 of file Kernel.cpp.

bool CKernel::save ( CHAR *  fname  )  [inherited]

save kernel matrix

Parameters:
fname filename to save to
Returns:
if saving was successful

Definition at line 327 of file Kernel.cpp.

CFeatures* CKernel::get_lhs (  )  [inherited]

get left-hand side of features used in kernel

Returns:
features of left-hand side

Definition at line 164 of file Kernel.h.

CFeatures* CKernel::get_rhs (  )  [inherited]

get right-hand side of features used in kernel

Returns:
features of right-hand side

Definition at line 170 of file Kernel.h.

INT CKernel::get_num_vec_lhs (  )  [inherited]

get number of vectors of lhs features

Returns:
number of vectors of left-hand side

Definition at line 176 of file Kernel.h.

INT CKernel::get_num_vec_rhs (  )  [inherited]

get number of vectors of rhs features

Returns:
number of vectors of right-hand side

Definition at line 188 of file Kernel.h.

bool CKernel::has_features (  )  [inherited]

test whether features have been assigned to lhs and rhs

Returns:
true if features are assigned

Definition at line 200 of file Kernel.h.

void CKernel::remove_lhs_and_rhs (  )  [virtual, inherited]

remove lhs and rhs from kernel

Definition at line 358 of file Kernel.cpp.

void CKernel::set_cache_size ( INT  size  )  [inherited]

set the size of the kernel cache

Parameters:
size of kernel cache

Definition at line 249 of file Kernel.h.

int CKernel::get_cache_size (  )  [inherited]

return the size of the kernel cache

Returns:
size of kernel cache

Definition at line 259 of file Kernel.h.

void CKernel::list_kernel (  )  [inherited]

list kernel

Definition at line 389 of file Kernel.cpp.

bool CKernel::has_property ( EKernelProperty  p  )  [inherited]

check if kernel has given property

Parameters:
p kernel property
Returns:
if kernel has given property

Definition at line 271 of file Kernel.h.

EOptimizationType CKernel::get_optimization_type (  )  [inherited]

get optimization type

Returns:
optimization type

Definition at line 289 of file Kernel.h.

virtual void CKernel::set_optimization_type ( EOptimizationType  t  )  [virtual, inherited]

set optimization type

Parameters:
t optimization type to set

Reimplemented in CCombinedKernel.

Definition at line 295 of file Kernel.h.

bool CKernel::get_is_initialized (  )  [inherited]

check if optimization is initialized

Returns:
if optimization is initialized

Definition at line 301 of file Kernel.h.

bool CKernel::init_optimization_svm ( CSVM *  svm  )  [inherited]

initialize optimization

Parameters:
svm svm model
Returns:
if initializing was successful

Definition at line 644 of file Kernel.cpp.

void CKernel::compute_batch ( INT  num_vec,
INT *  vec_idx,
DREAL *  target,
INT  num_suppvec,
INT *  IDX,
DREAL *  alphas,
DREAL  factor = 1.0 
) [virtual, inherited]

computes output for a batch of examples in an optimized fashion (favorable if kernel supports it, i.e. has KP_BATCHEVALUATION. to the outputvector target (of length num_vec elements) the output for the examples enumerated in vec_idx are added. therefore make sure that it is initialized with ZERO. the following num_suppvec, IDX, alphas arguments are the number of support vectors, their indices and weights

Reimplemented in CCombinedKernel, CWeightedDegreePositionStringKernel, and CWeightedDegreeStringKernel.

Definition at line 568 of file Kernel.cpp.

DREAL CKernel::get_combined_kernel_weight (  )  [inherited]

get combined kernel weight

Returns:
combined kernel weight

Definition at line 346 of file Kernel.h.

void CKernel::set_combined_kernel_weight ( double  nw  )  [inherited]

set combined kernel weight

Parameters:
nw nw

Definition at line 352 of file Kernel.h.

INT CKernel::get_num_subkernels (  )  [virtual, inherited]

get number of subkernels

Returns:
number of subkernels

Reimplemented in CCombinedKernel, CWeightedDegreePositionStringKernel, and CWeightedDegreeStringKernel.

Definition at line 583 of file Kernel.cpp.

void CKernel::compute_by_subkernel ( INT  vector_idx,
DREAL *  subkernel_contrib 
) [virtual, inherited]

compute by subkernel

Parameters:
vector_idx index
subkernel_contrib subkernel contribution

Reimplemented in CCombinedKernel, CWeightedDegreePositionStringKernel, and CWeightedDegreeStringKernel.

Definition at line 588 of file Kernel.cpp.

const DREAL * CKernel::get_subkernel_weights ( INT &  num_weights  )  [virtual, inherited]

get subkernel weights

Parameters:
num_weights number of weights will be stored here
Returns:
subkernel weights

Reimplemented in CCombinedKernel, CWeightedDegreePositionStringKernel, and CWeightedDegreeStringKernel.

Definition at line 593 of file Kernel.cpp.

void CKernel::set_subkernel_weights ( DREAL *  weights,
INT  num_weights 
) [virtual, inherited]

set subkernel weights

Parameters:
weights subkernel weights
num_weights number of weights

Reimplemented in CCombinedKernel, CWeightedDegreePositionStringKernel, and CWeightedDegreeStringKernel.

Definition at line 599 of file Kernel.cpp.

bool CKernel::get_precompute_matrix (  )  [inherited]

get precompute matrix

Returns:
if matrix shall be precomputed

Definition at line 386 of file Kernel.h.

bool CKernel::get_precompute_subkernel_matrix (  )  [inherited]

get precompute subkernel matrix

Returns:
if subkernel matrix shall be precomputed

Definition at line 392 of file Kernel.h.

virtual void CKernel::set_precompute_matrix ( bool  flag,
bool  subkernel_flag 
) [virtual, inherited]

set precompute matrix

Parameters:
flag flag
subkernel_flag subkernel flag

Reimplemented in CCombinedKernel.

Definition at line 399 of file Kernel.h.

void CKernel::set_property ( EKernelProperty  p  )  [protected, inherited]

set property

Parameters:
p kernel property to set

Definition at line 416 of file Kernel.h.

void CKernel::unset_property ( EKernelProperty  p  )  [protected, inherited]

unset property

Parameters:
p kernel property to unset

Definition at line 425 of file Kernel.h.

void CKernel::set_is_initialized ( bool  p_init  )  [protected, inherited]

set is initialized

Parameters:
p_init if optimization shall be set to initialized

Definition at line 434 of file Kernel.h.

void CKernel::do_precompute_matrix (  )  [protected, inherited]

matrix precomputation

Definition at line 606 of file Kernel.cpp.

void CKernel::init_sqrt_diag ( DREAL *  v,
INT  num 
) [protected, inherited]

initialize sqrt diagonal

Parameters:
v v
num num

Definition at line 634 of file Kernel.cpp.

Member Data Documentation

INT CWeightedCommWordStringKernel::degree [protected]

degree

Definition at line 136 of file WeightedCommWordStringKernel.h.

DREAL* CWeightedCommWordStringKernel::weights [protected]

weights for each of the subkernels of degree 1...d

Definition at line 139 of file WeightedCommWordStringKernel.h.

DREAL* CCommWordStringKernel::sqrtdiag_lhs [protected, inherited]

sqrt diagonal of left-hand side

Definition at line 287 of file CommWordStringKernel.h.

DREAL* CCommWordStringKernel::sqrtdiag_rhs [protected, inherited]

sqrt diagonal of right-hand side

Definition at line 289 of file CommWordStringKernel.h.

bool CCommWordStringKernel::initialized [protected, inherited]

if kernel is initialized

Definition at line 291 of file CommWordStringKernel.h.

INT CCommWordStringKernel::dictionary_size [protected, inherited]

size of dictionary (number of possible strings)

Definition at line 294 of file CommWordStringKernel.h.

DREAL* CCommWordStringKernel::dictionary_weights [protected, inherited]

dictionary weights - array to hold counters for all possible strings

Definition at line 297 of file CommWordStringKernel.h.

bool CCommWordStringKernel::use_sign [protected, inherited]

if sign shall be used

Definition at line 300 of file CommWordStringKernel.h.

ENormalizationType CCommWordStringKernel::normalization [protected, inherited]

type of normalization

Definition at line 302 of file CommWordStringKernel.h.

bool CCommWordStringKernel::use_dict_diagonal_optimization [protected, inherited]

whether diagonal optimization shall be used

Definition at line 305 of file CommWordStringKernel.h.

INT* CCommWordStringKernel::dict_diagonal_optimization [protected, inherited]

array to hold counters for all strings

Definition at line 307 of file CommWordStringKernel.h.

INT CKernel::cache_size [protected, inherited]

cache_size in MB

Definition at line 464 of file Kernel.h.

KERNELCACHE_ELEM* CKernel::kernel_matrix [protected, inherited]

this *COULD* store the whole kernel matrix usually not applicable / faster

Definition at line 470 of file Kernel.h.

SHORTREAL* CKernel::precomputed_matrix [protected, inherited]

precomputed matrix

Definition at line 473 of file Kernel.h.

bool CKernel::precompute_subkernel_matrix [protected, inherited]

if subkernel matrix shall be precomputed

Definition at line 475 of file Kernel.h.

bool CKernel::precompute_matrix [protected, inherited]

if matrix shall be precomputed

Definition at line 477 of file Kernel.h.

CFeatures* CKernel::lhs [protected, inherited]

feature vectors to occur on left hand side

Definition at line 480 of file Kernel.h.

CFeatures* CKernel::rhs [protected, inherited]

feature vectors to occur on right hand side

Definition at line 482 of file Kernel.h.

DREAL CKernel::combined_kernel_weight [protected, inherited]

combined kernel weight

Definition at line 485 of file Kernel.h.

bool CKernel::optimization_initialized [protected, inherited]

if optimization is initialized

Definition at line 488 of file Kernel.h.

EOptimizationType CKernel::opt_type [protected, inherited]

optimization type (currently FASTBUTMEMHUNGRY and SLOWBUTMEMEFFICIENT)

Definition at line 492 of file Kernel.h.

ULONG CKernel::properties [protected, inherited]

properties

Definition at line 495 of file Kernel.h.

CParallel CSGObject::parallel [static, inherited]

Definition at line 105 of file SGObject.h.

CIO CSGObject::io [static, inherited]

Definition at line 106 of file SGObject.h.

CVersion CSGObject::version [static, inherited]

Definition at line 107 of file SGObject.h.

The documentation for this class was generated from the following files:
SHOGUN Machine Learning Toolbox - Documentation