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src
shogun
kernel
LinearARDKernel.h
Go to the documentation of this file.
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/*
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* This program is free software; you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation; either version 3 of the License, or
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* (at your option) any later version.
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*
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* (W) 2012 Jacob Walker
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*
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* Adapted from WeightedDegreeRBFKernel.h
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*/
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#ifndef LINEARARDKERNEL_H_
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#define LINEARARDKERNEL_H_
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#include <
shogun/lib/common.h
>
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#include <
shogun/kernel/DotKernel.h
>
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#include <
shogun/features/DenseFeatures.h
>
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namespace
shogun
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{
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class
CLinearARDKernel
:
public
CDotKernel
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{
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public
:
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CLinearARDKernel
();
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CLinearARDKernel
(int32_t size);
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CLinearARDKernel
(
CDenseFeatures<float64_t>
* l,
CDenseFeatures<float64_t>
* r,
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int32_t size=10);
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virtual
~CLinearARDKernel
();
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virtual
bool
init
(
CFeatures
* l,
CFeatures
* r);
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virtual
EKernelType
get_kernel_type
() {
return
K_LINEARARD
; }
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virtual
const
char
*
get_name
()
const
{
return
"LinearARDKernel"
; }
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virtual
EFeatureClass
get_feature_class
() {
return
C_DENSE
; }
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virtual
EFeatureType
get_feature_type
() {
return
F_DREAL
; }
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virtual
void
set_weight
(
float64_t
w,
index_t
i);
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virtual
float64_t
get_weight
(
index_t
i);
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virtual
SGVector<float64_t>
get_weights
() {
return
m_weights
; }
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virtual
void
set_weights
(
SGVector<float64_t>
weights) {
m_weights
=weights; }
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protected
:
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virtual
float64_t
compute
(int32_t idx_a, int32_t idx_b);
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void
init_ft_weights
();
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virtual
SGMatrix<float64_t>
get_parameter_gradient
(
const
TParameter
* param,
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index_t
index=-1);
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private
:
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void
init();
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protected
:
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SGVector<float64_t>
m_weights
;
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};
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}
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#endif
/* LINEARARDKERNEL_H_ */
SHOGUN
Machine Learning Toolbox - Documentation