SHOGUN
v3.0.0
Main Page
Related Pages
Modules
Classes
Files
File List
File Members
All
Classes
Namespaces
Files
Functions
Variables
Typedefs
Enumerations
Enumerator
Friends
Macros
Groups
Pages
src
shogun
multiclass
ecoc
ECOCStrategy.cpp
Go to the documentation of this file.
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) 2012 Chiyuan Zhang
8
* Copyright (C) 2012 Chiyuan Zhang
9
*/
10
11
#include <
shogun/multiclass/ecoc/ECOCStrategy.h
>
12
#include <
shogun/labels/BinaryLabels.h
>
13
#include <
shogun/labels/MulticlassLabels.h
>
14
15
using namespace
shogun;
16
17
CECOCStrategy::CECOCStrategy
() :
CMulticlassStrategy
()
18
{
19
init();
20
}
21
22
CECOCStrategy::CECOCStrategy
(
CECOCEncoder
*encoder,
CECOCDecoder
*decoder)
23
:
CMulticlassStrategy
()
24
{
25
init();
26
m_encoder
=encoder;
27
m_decoder
=decoder;
28
SG_REF
(
m_encoder
);
29
SG_REF
(decoder);
30
}
31
32
void
CECOCStrategy::init()
33
{
34
m_encoder
=NULL;
35
m_decoder
=NULL;
36
37
SG_ADD
((
CSGObject
**)&
m_encoder
,
"encoder"
,
"ECOC Encoder"
,
MS_NOT_AVAILABLE
);
38
SG_ADD
((
CSGObject
**)&
m_decoder
,
"decoder"
,
"ECOC Decoder"
,
MS_NOT_AVAILABLE
);
39
}
40
41
CECOCStrategy::~CECOCStrategy
()
42
{
43
SG_UNREF
(
m_encoder
);
44
SG_UNREF
(
m_decoder
);
45
}
46
47
void
CECOCStrategy::train_start
(
CMulticlassLabels
*orig_labels,
CBinaryLabels
*train_labels)
48
{
49
CMulticlassStrategy::train_start
(orig_labels, train_labels);
50
51
m_codebook
=
m_encoder
->
create_codebook
(
m_num_classes
);
52
}
53
54
bool
CECOCStrategy::train_has_more
()
55
{
56
return
m_train_iter
<
m_codebook
.
num_rows
;
57
}
58
59
SGVector<int32_t>
CECOCStrategy::train_prepare_next
()
60
{
61
SGVector<int32_t>
subset(
m_orig_labels
->
get_num_labels
(),
false
);
62
int32_t tot=0;
63
for
(int32_t i=0; i <
m_orig_labels
->
get_num_labels
(); ++i)
64
{
65
int32_t label = ((
CMulticlassLabels
*)
m_orig_labels
)->get_int_label(i);
66
switch
(
m_codebook
(
m_train_iter
, label))
67
{
68
case
-1:
69
((
CBinaryLabels
*)
m_train_labels
)->set_label(i, -1);
70
subset[tot++]=i;
71
break
;
72
case
1:
73
((
CBinaryLabels
*) m_train_labels)->set_label(i, 1);
74
subset[tot++]=i;
75
break
;
76
default
:
77
// 0 means ignore
78
break
;
79
}
80
}
81
82
CMulticlassStrategy::train_prepare_next
();
83
return
SGVector<int32_t>
(subset.vector, tot,
true
);
84
}
85
86
int32_t
CECOCStrategy::decide_label
(
SGVector<float64_t>
outputs)
87
{
88
return
m_decoder
->
decide_label
(outputs,
m_codebook
);
89
}
90
91
int32_t
CECOCStrategy::get_num_machines
()
92
{
93
return
m_codebook
.
num_cols
;
94
}
SHOGUN
Machine Learning Toolbox - Documentation