Graphics Reference
In-Depth Information
10.5.1.3 Results and Analysis
This subsection describes and discusses the results obtained from the previous exper-
iment configuration. Tables
10.5
and
10.6
show the results obtained in training and
test stages, respectively. For each data set, the average and standard deviations in
accuracy obtained by the module Vis-Clas-Tabular are shown, with the best results
stressed in
boldface
.
Focusing on the test results, the average accuracy obtained by Hider is the highest
one. However, this estimator does not reflect whether or not the differences among
the methods are significant. For this reason, we have carried out an statistical analysis
based on multiple comparison procedures (see
http://sci2s.ugr.es/sicidm/
for a full
Table 10.5
Average results and standard deviations of training accuracy obtained
Data set
Ant Miner
CORE
HIDER
SGERD
TARGET
Mean
SD
Mean
SD
Mean
SD
Mean
SD
Mean
SD
HAB
79.55
1.80
76.32
1.01
76.58
1.21
74.29
0.81
74.57
1.01
IRI
97.26
0.74
95.48
1.42
97.48
0.36
97.33
0.36
93.50
2.42
BAL
73.65
3.38
68.64
2.57
75.86
0.40
76.96
2.27
77.29
1.57
NTH
99.17
0.58
92.66
1.19
95.97
0.83
90.23
0.87
88.05
2.19
MAM
81.03
1.13
79.04
0.65
83.60
0.75
74.40
1.43
79.91
0.65
BUP
80.38
3.25
61.93
0.89
73.37
2.70
59.13
0.68
68.86
0.89
MON
97.22
0.30
87.72
7.90
97.22
0.30
80.56
0.45
97.98
7.90
CAR
77.95
1.82
79.22
1.29
70.02
0.02
67.19
0.08
77.82
0.29
ECO
87.90
1.27
67.03
3.69
88.59
1.77
73.02
0.86
66.22
4.69
LED
59.42
1.37
28.76
2.55
77.64
0.42
40.22
5.88
34.24
3.55
PIM
71.86
2.84
72.66
2.62
77.82
1.16
73.71
0.40
73.42
2.62
GLA
81.48
6.59
54.26
1.90
90.09
1.64
53.84
2.96
45.07
0.90
WIS
92.58
1.65
94.71
0.64
97.30
0.31
93.00
0.85
96.13
0.64
TAE
69.62
2.21
69.46
1.20
69.94
0.53
69.94
0.53
69.96
2.20
WIN
99.69
0.58
99.06
0.42
97.19
0.98
91.76
1.31
85.19
1.58
CLE
60.25
1.35
56.30
1.97
82.04
1.75
46.62
2.23
55.79
2.97
HOU
94.28
1.84
96.98
0.43
96.98
0.43
96.98
0.43
96.98
0.43
LYM
77.11
5.07
65.99
5.43
83.70
2.52
77.48
3.55
75.84
4.43
VEH
59.52
3.37
36.49
3.52
84.21
1.71
51.47
1.19
51.64
2.52
BAN
67.61
3.21
66.71
2.01
87.13
2.15
63.84
0.74
71.14
2.01
GER
71.14
1.19
70.60
0.63
73.54
0.58
67.07
0.81
70.00
1.37
AUT
69.03
8.21
31.42
7.12
96.58
0.64
52.56
1.67
45.66
6.12
DER
86.18
5.69
31.01
0.19
94.91
1.40
72.69
1.04
66.24
1.81
SON
74.68
0.79
53.37
0.18
98.29
0.40
75.69
1.47
76.87
1.18
Average
79.52
2.51
68.16
2.14
86.09
1.04
71.76
1.37
72.43
2.33
