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src
shogun
kernel
GaussianKernel.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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* Written (W) 1999-2010 Soeren Sonnenburg
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* Written (W) 2011 Abhinav Maurya
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* Copyright (C) 1999-2009 Fraunhofer Institute FIRST and Max-Planck-Society
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* Copyright (C) 2010 Berlin Institute of Technology
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*/
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#ifndef _GAUSSIANKERNEL_H___
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#define _GAUSSIANKERNEL_H___
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#include <
shogun/lib/common.h
>
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#include <
shogun/kernel/Kernel.h
>
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#include <
shogun/kernel/DotKernel.h
>
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#include <
shogun/features/DotFeatures.h
>
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namespace
shogun
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{
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class
CDotFeatures;
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class
CGaussianKernel
:
public
CDotKernel
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{
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public
:
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CGaussianKernel
();
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CGaussianKernel
(int32_t size,
float64_t
width
);
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CGaussianKernel
(
CDotFeatures
* l,
CDotFeatures
* r,
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float64_t
width, int32_t size=10);
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virtual
~CGaussianKernel
();
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virtual
CSGObject
*
shallow_copy
()
const
;
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virtual
bool
init
(
CFeatures
* l,
CFeatures
* r);
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virtual
void
cleanup
();
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virtual
EKernelType
get_kernel_type
() {
return
K_GAUSSIAN
; }
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inline
virtual
const
char
*
get_name
()
const
{
return
"GaussianKernel"
; }
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inline
virtual
void
set_width
(
float64_t
w)
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{
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width=w;
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}
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inline
virtual
float64_t
get_width
()
const
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{
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return
width
;
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}
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inline
void
set_compact_enabled
(
bool
compact)
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{
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m_compact
= compact;
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}
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inline
bool
get_compact_enabled
()
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{
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return
m_compact
;
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}
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virtual
SGMatrix<float64_t>
get_parameter_gradient
(
TParameter
* param,
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CSGObject
* obj,
index_t
index = -1);
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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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virtual
void
load_serializable_post
() throw (
ShogunException
);
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private:
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void
precompute_squared();
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void
precompute_squared_helper(
float64_t
* &buf,
CDotFeatures
* df);
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void
init();
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protected:
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float64_t
width;
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float64_t
*
sq_lhs
;
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float64_t
*
sq_rhs
;
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bool
m_compact
;
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};
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}
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#endif
/* _GAUSSIANKERNEL_H__ */
SHOGUN
Machine Learning Toolbox - Documentation