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MulticlassModel.h
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1 /*
2  * This program is free software; you can redistribute it and/or modify
3  * it under the terms of the GNU General Public License as published by
4  * the Free Software Foundation; either version 3 of the License, or
5  * (at your option) any later version.
6  *
7  * Written (W) 2013 Thoralf Klein
8  * Written (W) 2012 Fernando José Iglesias García
9  * Copyright (C) 2012 Fernando José Iglesias García
10  */
11 
12 #ifndef _MULTICLASS_MODEL__H__
13 #define _MULTICLASS_MODEL__H__
14 
15 #include <shogun/lib/config.h>
16 
18 
19 namespace shogun
20 {
21 
28 {
29 
30  public:
33 
39  CMulticlassModel(CFeatures* features, CStructuredLabels* labels);
40 
42  virtual ~CMulticlassModel();
43 
45  virtual CStructuredLabels* structured_labels_factory(int32_t num_labels=0);
46 
51  virtual int32_t get_dim() const;
52 
66 
80  virtual CResultSet* argmax(SGVector< float64_t > w, int32_t feat_idx, bool const training = true);
81 
90 
103  virtual void init_primal_opt(
104  float64_t regularization,
109 
111  virtual const char* get_name() const { return "MulticlassModel"; }
112 
113  private:
114  void init();
115 
118  float64_t delta_loss(int32_t y1_idx, float64_t y2);
119 
120  private:
122  int32_t m_num_classes;
123 
124 }; /* MulticlassModel */
125 
126 } /* namespace shogun */
127 
128 #endif /* _MULTICLASS_MODEL__H__ */
Base class of the labels used in Structured Output (SO) problems.
virtual void init_primal_opt(float64_t regularization, SGMatrix< float64_t > &A, SGVector< float64_t > a, SGMatrix< float64_t > B, SGVector< float64_t > &b, SGVector< float64_t > &lb, SGVector< float64_t > &ub, SGMatrix< float64_t > &C)
virtual float64_t delta_loss(CStructuredData *y1, CStructuredData *y2)
virtual CResultSet * argmax(SGVector< float64_t > w, int32_t feat_idx, bool const training=true)
virtual SGVector< float64_t > get_joint_feature_vector(int32_t feat_idx, CStructuredData *y)
virtual const char * get_name() const
double float64_t
Definition: common.h:50
virtual int32_t get_dim() const
Class CStructuredModel that represents the application specific model and contains most of the applic...
virtual CStructuredLabels * structured_labels_factory(int32_t num_labels=0)
all of classes and functions are contained in the shogun namespace
Definition: class_list.h:18
The class Features is the base class of all feature objects.
Definition: Features.h:68
Class CMulticlassModel that represents the application specific model and contains the application de...
Base class of the components of StructuredLabels.

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