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src
shogun
kernel
PolyKernel.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) 1999-2010 Soeren Sonnenburg
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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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#include <
shogun/lib/config.h
>
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#include <
shogun/lib/common.h
>
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#include <
shogun/io/SGIO.h
>
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#include <
shogun/kernel/PolyKernel.h
>
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#include <
shogun/kernel/normalizer/SqrtDiagKernelNormalizer.h
>
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#include <
shogun/features/DotFeatures.h
>
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using namespace
shogun;
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CPolyKernel::CPolyKernel
()
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:
CDotKernel
(0), degree(0), inhomogene(false)
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{
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init
();
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set_normalizer
(
new
CSqrtDiagKernelNormalizer
());
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}
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CPolyKernel::CPolyKernel
(int32_t size, int32_t d,
bool
i)
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:
CDotKernel
(size), degree(d), inhomogene(i)
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{
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init
();
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set_normalizer
(
new
CSqrtDiagKernelNormalizer
());
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}
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CPolyKernel::CPolyKernel
(
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CDotFeatures
* l,
CDotFeatures
* r, int32_t d,
bool
i, int32_t size)
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:
CDotKernel
(size), degree(d), inhomogene(i)
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{
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init
();
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set_normalizer
(
new
CSqrtDiagKernelNormalizer
());
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init
(l,r);
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}
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CPolyKernel::~CPolyKernel
()
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{
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cleanup
();
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}
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bool
CPolyKernel::init(
CFeatures
* l,
CFeatures
* r)
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{
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CDotKernel::init(l,r);
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return
init_normalizer
();
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}
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void
CPolyKernel::cleanup
()
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{
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CKernel::cleanup
();
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}
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float64_t
CPolyKernel::compute
(int32_t idx_a, int32_t idx_b)
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{
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float64_t
result=
CDotKernel::compute
(idx_a, idx_b);
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if
(
inhomogene
)
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result+=1;
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return
CMath::pow
(result,
degree
);
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}
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void
CPolyKernel::init()
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{
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SG_ADD
(&
degree
,
"degree"
,
"Degree of polynomial kernel"
,
MS_AVAILABLE
);
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SG_ADD
(&
inhomogene
,
"inhomogene"
,
"If kernel is inhomogeneous."
,
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MS_NOT_AVAILABLE
);
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}
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SHOGUN
Machine Learning Toolbox - Documentation