KernelMeanMatching.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  * Copyright (W) 2012 Sergey Lisitsyn
00008  */
00009 
00010 #ifndef KERNELMEANMATCHING_H_
00011 #define KERNELMEANMATCHING_H_
00012 
00013 #include <shogun/base/SGObject.h>
00014 #include <shogun/kernel/Kernel.h>
00015 
00016 namespace shogun
00017 {
00018 
00020 class CKernelMeanMatching: public CSGObject
00021 {
00022 public:
00023 
00025     CKernelMeanMatching();
00026 
00028     CKernelMeanMatching(CKernel* kernel, SGVector<index_t> training_indices, SGVector<index_t> test_indices);
00029 
00031     CKernel* get_kernel() const { SG_REF(m_kernel); return m_kernel; }
00033     void set_kernel(CKernel* kernel) { SG_REF(kernel); SG_UNREF(m_kernel); m_kernel = kernel; }
00035     SGVector<index_t> get_training_indices() const { return m_training_indices; }
00037     void set_training_indices(SGVector<index_t> training_indices) { m_training_indices = training_indices; }
00039     SGVector<index_t> get_test_indices() const { return m_test_indices; }
00041     void set_test_indices(SGVector<index_t> test_indices) { m_test_indices = test_indices; }
00042 
00044     SGVector<float64_t> compute_weights();
00045 
00046     virtual const char* get_name() const { return "KernelMeanMatching"; }
00047 
00048 protected:
00049 
00051     CKernel* m_kernel;
00053     SGVector<index_t> m_training_indices;
00055     SGVector<index_t> m_test_indices;
00056 };
00057 
00058 }
00059 #endif
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