JensenShannonKernel.h

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00001 /*
00002  * This program is free software; you can redistribute it and/or modify
00003  * it under the terms of the GNU General Public License as published by
00004  * the Free Software Foundation; either version 3 of the License, or
00005  * (at your option) any later version.
00006  *
00007  * Written (W) 2012 Viktor Gal
00008  * Copyright (C) 2012 Viktor Gal
00009  */
00010 
00011 #ifndef _JENSENSHANNONKERNEL_H___
00012 #define _JENSENSHANNONKERNEL_H___
00013 
00014 #include <shogun/lib/common.h>
00015 #include <shogun/kernel/DotKernel.h>
00016 #include <shogun/features/DenseFeatures.h>
00017 
00018 namespace shogun
00019 {
00028 class CJensenShannonKernel: public CDotKernel
00029 {
00030     public:
00032         CJensenShannonKernel();
00033 
00038         CJensenShannonKernel(int32_t size);
00039 
00046         CJensenShannonKernel(
00047             CDenseFeatures<float64_t>* l, CDenseFeatures<float64_t>* r,
00048             int32_t size=10);
00049 
00050         virtual ~CJensenShannonKernel();
00051 
00058         virtual bool init(CFeatures* l, CFeatures* r);
00059 
00064         virtual EKernelType get_kernel_type() { return K_JENSENSHANNON; }
00065 
00070         virtual const char* get_name() const { return "JensenShannonKernel"; }
00071 
00072     protected:
00073 
00082         virtual float64_t compute(int32_t idx_a, int32_t idx_b);
00083 
00084 };
00085 }
00086 #endif /* _JENSENSHANNONKERNEL_H___ */
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