PruneVarSubMean.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) 1999-2008 Gunnar Raetsch
00008  * Written (W) 1999-2008 Soeren Sonnenburg
00009  * Copyright (C) 1999-2009 Fraunhofer Institute FIRST and Max-Planck-Society
00010  */
00011 
00012 #ifndef _CPRUNE_VAR_SUB_MEAN__H__
00013 #define _CPRUNE_VAR_SUB_MEAN__H__
00014 
00015 #include <shogun/preprocessor/SimplePreprocessor.h>
00016 #include <shogun/features/Features.h>
00017 #include <shogun/features/SimpleFeatures.h>
00018 #include <shogun/lib/common.h>
00019 
00020 #include <stdio.h>
00021 
00022 namespace shogun
00023 {
00030 class CPruneVarSubMean : public CSimplePreprocessor<float64_t>
00031 {
00032     public:
00037         CPruneVarSubMean(bool divide=true);
00038 
00040         virtual ~CPruneVarSubMean();
00041 
00043         virtual bool init(CFeatures* features);
00044 
00046         virtual void cleanup();
00047 
00051         virtual SGMatrix<float64_t> apply_to_feature_matrix(CFeatures* features);
00052 
00055         virtual SGVector<float64_t> apply_to_feature_vector(SGVector<float64_t> vector);
00056 
00058         virtual inline const char* get_name() const { return "PruneVarSubMean"; }
00059 
00061         virtual inline EPreprocessorType get_type() const { return P_PRUNEVARSUBMEAN; }
00062 
00063     protected:
00065         int32_t* idx;
00067         float64_t* mean;
00069         float64_t* std;
00071         int32_t num_idx;
00073         bool divide_by_std;
00074 
00076         bool initialized;
00077 };
00078 }
00079 #endif
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