Computes the standard linear kernel on CDotFeatures.
Formally, it computes
Definition at line 33 of file LinearKernel.h.

Public Member Functions | |
| CLinearKernel () | |
| CLinearKernel (CDotFeatures *l, CDotFeatures *r) | |
| virtual | ~CLinearKernel () |
| virtual bool | init (CFeatures *l, CFeatures *r) |
| virtual void | cleanup () |
| virtual EKernelType | get_kernel_type () |
| virtual const char * | get_name () const |
| virtual bool | init_optimization (int32_t num_suppvec, int32_t *sv_idx, float64_t *alphas) |
| virtual bool | init_optimization (CKernelMachine *km) |
| virtual bool | delete_optimization () |
| virtual float64_t | compute_optimized (int32_t idx) |
| virtual void | clear_normal () |
| virtual void | add_to_normal (int32_t idx, float64_t weight) |
| const float64_t * | get_normal (int32_t &len) |
| void | get_w (float64_t **dst_w, int32_t *dst_dims) |
| void | set_w (float64_t *src_w, int32_t src_w_dim) |
Protected Attributes | |
| float64_t * | normal |
| int32_t | normal_length |
| CLinearKernel | ( | ) |
constructor
Definition at line 20 of file LinearKernel.cpp.
| CLinearKernel | ( | CDotFeatures * | l, | |
| CDotFeatures * | r | |||
| ) |
constructor
| l | features of left-hand side | |
| r | features of right-hand side |
Definition at line 26 of file LinearKernel.cpp.
| ~CLinearKernel | ( | ) | [virtual] |
Definition at line 33 of file LinearKernel.cpp.
| void add_to_normal | ( | int32_t | idx, | |
| float64_t | weight | |||
| ) | [virtual] |
add to normal vector
| idx | where to add | |
| weight | what to add |
Reimplemented from CKernel.
Definition at line 66 of file LinearKernel.cpp.
| void cleanup | ( | ) | [virtual] |
| void clear_normal | ( | ) | [virtual] |
| float64_t compute_optimized | ( | int32_t | idx | ) | [virtual] |
compute optimized
| idx | index to compute |
Reimplemented from CKernel.
Definition at line 108 of file LinearKernel.cpp.
| bool delete_optimization | ( | ) | [virtual] |
delete optimization
Reimplemented from CKernel.
Definition at line 98 of file LinearKernel.cpp.
| virtual EKernelType get_kernel_type | ( | ) | [virtual] |
return what type of kernel we are
Implements CDotKernel.
Definition at line 64 of file LinearKernel.h.
| virtual const char* get_name | ( | ) | const [virtual] |
return the kernel's name
Reimplemented from CDotKernel.
Definition at line 70 of file LinearKernel.h.
| const float64_t* get_normal | ( | int32_t & | len | ) |
get normal
| len | where length of normal vector will be stored |
Definition at line 116 of file LinearKernel.h.
| void get_w | ( | float64_t ** | dst_w, | |
| int32_t * | dst_dims | |||
| ) |
get normal vector (swig compatible)
| dst_w | store w in this argument | |
| dst_dims | dimension of w |
Definition at line 135 of file LinearKernel.h.
initialize kernel
| l | features of left-hand side | |
| r | features of right-hand side |
Reimplemented from CDotKernel.
Definition at line 38 of file LinearKernel.cpp.
| bool init_optimization | ( | int32_t | num_suppvec, | |
| int32_t * | sv_idx, | |||
| float64_t * | alphas | |||
| ) | [virtual] |
optimizable kernel, i.e. precompute normal vector and as phi(x) = x do scalar product in input space
| num_suppvec | number of support vectors | |
| sv_idx | support vector index | |
| alphas | alphas |
Reimplemented from CKernel.
Definition at line 73 of file LinearKernel.cpp.
| bool init_optimization | ( | CKernelMachine * | km | ) | [virtual] |
| void set_w | ( | float64_t * | src_w, | |
| int32_t | src_w_dim | |||
| ) |
set normal vector (swig compatible)
| src_w | new w | |
| src_w_dim | dimension of new w - must fit dim of lhs |
Definition at line 151 of file LinearKernel.h.
normal vector (used in case of optimized kernel)
Definition at line 160 of file LinearKernel.h.
int32_t normal_length [protected] |
length of normal vector
Definition at line 162 of file LinearKernel.h.