Public Member Functions | Protected Attributes

CDiceKernelNormalizer Class Reference


Detailed Description

DiceKernelNormalizer performs kernel normalization inspired by the Dice coefficient (see http://en.wikipedia.org/wiki/Dice's_coefficient).

\[ k'({\bf x},{\bf x'}) = \frac{2k({\bf x},{\bf x'})}{k({\bf x},{\bf x})+k({\bf x'},{\bf x'}} \]

Definition at line 26 of file DiceKernelNormalizer.h.

Inheritance diagram for CDiceKernelNormalizer:
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List of all members.

Public Member Functions

 CDiceKernelNormalizer (bool use_opt_diag=false)
virtual ~CDiceKernelNormalizer ()
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)
bool alloc_and_compute_diag (CKernel *k, float64_t *&v, int32_t num)

Protected Attributes

float64_tdiag_lhs
float64_tdiag_rhs
bool use_optimized_diagonal_computation

Constructor & Destructor Documentation

CDiceKernelNormalizer ( bool  use_opt_diag = false  ) 

default constructor

Parameters:
use_opt_diag - some kernels support faster diagonal compuation via compute_diag(idx), this flag enables this

Definition at line 33 of file DiceKernelNormalizer.h.

virtual ~CDiceKernelNormalizer (  )  [virtual]

default destructor

Definition at line 39 of file DiceKernelNormalizer.h.


Member Function Documentation

bool alloc_and_compute_diag ( CKernel k,
float64_t *&  v,
int32_t  num 
)

alloc and compute the vector containing the square root of the diagonal elements of this kernel.

Definition at line 109 of file DiceKernelNormalizer.h.

virtual bool init ( CKernel k  )  [virtual]

initialization of the normalizer

Parameters:
k kernel

Implements CKernelNormalizer.

Definition at line 47 of file DiceKernelNormalizer.h.

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

normalize the kernel value

Parameters:
value kernel value
idx_lhs index of left hand side vector
idx_rhs index of right hand side vector

Implements CKernelNormalizer.

Definition at line 77 of file DiceKernelNormalizer.h.

virtual float64_t normalize_lhs ( float64_t  value,
int32_t  idx_lhs 
) [virtual]

normalize only the left hand side vector

Parameters:
value value of a component of the left hand side feature vector
idx_lhs index of left hand side vector

Implements CKernelNormalizer.

Definition at line 88 of file DiceKernelNormalizer.h.

virtual float64_t normalize_rhs ( float64_t  value,
int32_t  idx_rhs 
) [virtual]

normalize only the right hand side vector

Parameters:
value value of a component of the right hand side feature vector
idx_rhs index of right hand side vector

Implements CKernelNormalizer.

Definition at line 98 of file DiceKernelNormalizer.h.


Member Data Documentation

float64_t* diag_lhs [protected]

diagonal left-hand side

Definition at line 135 of file DiceKernelNormalizer.h.

float64_t* diag_rhs [protected]

diagonal right-hand side

Definition at line 137 of file DiceKernelNormalizer.h.

flat if optimized diagonal computation is used

Definition at line 139 of file DiceKernelNormalizer.h.


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