The LocalityImprovedString kernel is inspired by the polynomial kernel. Comparing neighboring characters it puts emphasize on local features.
It can be defined as
where
if
and 0 otherwise.
在文件LocalityImprovedStringKernel.h第30行定义。

公有成员 | |
| CLocalityImprovedStringKernel (int32_t size, int32_t length, int32_t inner_degree, int32_t outer_degree) | |
| CLocalityImprovedStringKernel (CStringFeatures< char > *l, CStringFeatures< char > *r, int32_t length, int32_t inner_degree, int32_t outer_degree) | |
| virtual | ~CLocalityImprovedStringKernel () |
| virtual bool | init (CFeatures *l, CFeatures *r) |
| virtual EKernelType | get_kernel_type () |
| virtual const char * | get_name () const |
保护成员 | |
| float64_t | compute (int32_t idx_a, int32_t idx_b) |
保护属性 | |
| int32_t | length |
| int32_t | inner_degree |
| int32_t | outer_degree |
| CLocalityImprovedStringKernel | ( | int32_t | size, |
| int32_t | length, | ||
| int32_t | inner_degree, | ||
| int32_t | outer_degree | ||
| ) |
constructor
| size | cache size |
| length | length |
| inner_degree | inner degree |
| outer_degree | outer degree |
| CLocalityImprovedStringKernel | ( | CStringFeatures< char > * | l, |
| CStringFeatures< char > * | r, | ||
| int32_t | length, | ||
| int32_t | inner_degree, | ||
| int32_t | outer_degree | ||
| ) |
constructor
| l | features of left-hand side |
| r | features of right-hand side |
| length | length |
| inner_degree | inner degree |
| outer_degree | outer degree |
| ~CLocalityImprovedStringKernel | ( | ) | [virtual] |
| float64_t compute | ( | int32_t | idx_a, |
| int32_t | idx_b | ||
| ) | [protected, virtual] |
compute kernel function for features a and b idx_{a,b} denote the index of the feature vectors in the corresponding feature object
| idx_a | index a |
| idx_b | index b |
实现了CKernel。
| virtual EKernelType get_kernel_type | ( | ) | [virtual] |
return what type of kernel we are
实现了CKernel。
在文件LocalityImprovedStringKernel.h第69行定义。
| virtual const char* get_name | ( | ) | const [virtual] |
return the kernel's name
实现了CSGObject。
在文件LocalityImprovedStringKernel.h第75行定义。
initialize kernel
| l | features of left-hand side |
| r | features of right-hand side |
int32_t inner_degree [protected] |
inner degree
在文件LocalityImprovedStringKernel.h第92行定义。
int32_t length [protected] |
length
在文件LocalityImprovedStringKernel.h第90行定义。
int32_t outer_degree [protected] |
outer degree
在文件LocalityImprovedStringKernel.h第94行定义。