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src
shogun
kernel
RationalQuadraticKernel.cpp
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) 2011 RafaĆ Surowiecki
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* Copyright (C) 2011 Berlin Institute of Technology and Max-Planck-Society
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*/
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#include <
shogun/kernel/RationalQuadraticKernel.h
>
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#include <
shogun/mathematics/Math.h
>
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using namespace
shogun;
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CRationalQuadraticKernel::CRationalQuadraticKernel
():
CKernel
(0), m_distance(NULL), m_coef(0.001)
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{
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init
();
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}
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CRationalQuadraticKernel::CRationalQuadraticKernel
(int32_t cache,
float64_t
coef,
CDistance
*
distance
)
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:
CKernel
(cache), m_distance(distance), m_coef(coef)
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{
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ASSERT
(
m_distance
);
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SG_REF
(
m_distance
);
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init
();
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}
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CRationalQuadraticKernel::CRationalQuadraticKernel
(
CFeatures
*l,
CFeatures
*r,
float64_t
coef,
CDistance
* dist)
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:
CKernel
(10), m_distance(dist), m_coef(coef)
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{
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ASSERT
(
m_distance
);
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SG_REF
(
m_distance
);
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init
();
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init
(l, r);
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}
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CRationalQuadraticKernel::~CRationalQuadraticKernel
()
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{
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cleanup
();
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SG_UNREF
(
m_distance
);
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}
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bool
CRationalQuadraticKernel::init(
CFeatures
* l,
CFeatures
* r)
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{
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ASSERT
(
m_distance
);
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CKernel::init(l,r);
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m_distance
->
init
(l,r);
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return
init_normalizer
();
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}
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float64_t
CRationalQuadraticKernel::compute
(int32_t idx_a, int32_t idx_b)
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{
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float64_t
dist =
m_distance
->
distance
(idx_a, idx_b);
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float64_t
pDist = dist * dist;
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return
1-pDist/(pDist+
m_coef
);
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}
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void
CRationalQuadraticKernel::init()
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{
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SG_ADD
(&
m_coef
,
"coef"
,
"Kernel coefficient."
,
MS_AVAILABLE
);
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SG_ADD
((
CSGObject
**) &
m_distance
,
"distance"
,
"Distance to be used."
,
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MS_AVAILABLE
);
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}
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SHOGUN
Machine Learning Toolbox - Documentation