0.05
DESCRIPTION
Sample size = 200. 0.6. 0.55. 0.5. 0.45. 0.4. 0.35. 0.3. 0.25. 0.2. 0.15. 0.1. 0.05. 0. 0.6. Sample size = 500. 0.55. 0.5. 0.45. (a). 0.4. 0.35. 0.3. 0.25. 0.2. 0.15. 0.1. 0.05. 0. 0.6. Sample size = 5000. 0.55. 0.5. 0.45. 0.4. 0.35. 0.3. 0.25. 0.2. 0.15. - PowerPoint PPT PresentationTRANSCRIPT
00.050.10.150.20.250.30.350.40.450.50.550.6
Sample size = 200
Sample size = 500
Sample size = 5000
N/A
00.050.10.150.20.250.30.350.40.450.50.550.6
00.050.10.150.20.250.30.350.40.450.50.550.6
HITO
N-PC
(max
k=4)
HITO
N-PC
(max
k=3)
HITO
N-PC
(max
k=2)
HITO
N-PC
(max
k=1)
HITO
N-PC
-FDR
(max
k=4)
HITO
N-PC
-FDR
(max
k=3)
HITO
N-PC
-FDR
(max
k=2)
HITO
N-PC
-FDR
(max
k=1)
HITO
N-M
B (m
ax k=
3)
RFE
(redu
ction
by 5
0%)
RFE
(redu
ction
by 2
0%)
UAF-
KW-S
VM (5
0%)
UAF-
KW-S
VM (2
0%)
UAF-
S2N-
SVM
(50%
)
UAF-
S2N-
SVM
(20%
) L0
LARS
-EN
(mult
iclas
s)
LARS
-EN
(one
-ver
sus-
rest)
(a)
Sample size = 200
Sample size = 500
Sample size = 5000
N/A
00.050.10.150.20.250.30.350.40.450.50.550.6
00.050.10.150.20.250.30.350.40.450.50.550.6
00.050.10.150.20.250.30.350.40.450.50.550.6
HITO
N-PC
(max
k=4)
HITO
N-PC
(max
k=3)
HITO
N-PC
(max
k=2)
HITO
N-PC
(max
k=1)
HITO
N-PC
-FDR
(max
k=4)
HITO
N-PC
-FDR
(max
k=3)
HITO
N-PC
-FDR
(max
k=2)
HITO
N-PC
-FDR
(max
k=1)
HI
TON-
MB
(max
k=3)
RFE
(redu
ction
by 5
0%)
RFE
(redu
ction
by 2
0%)
UAF-
KW-S
VM (5
0%)
UAF-
KW-S
VM (2
0%)
UAF-
S2N-
SVM
(50%
)
UAF-
S2N-
SVM
(20%
) L0
LA
RS-E
N (m
ulticl
ass)
LARS
-EN
(one
-ver
sus-
rest)
(b)
Sample size = 200
Sample size = 500
Sample size = 5000
N/A
0
0.03
0.06
0.09
0.12
0.15
0.18
0.21
0.24
0.27
0
0.03
0.06
0.09
0.12
0.15
0.18
0.21
0.24
0.27
0
0.03
0.06
0.09
0.12
0.15
0.18
0.21
0.24
0.27
HITO
N-PC
(max
k=4)
HITO
N-PC
(max
k=3)
HITO
N-PC
(max
k=2)
HITO
N-PC
(max
k=1)
HITO
N-PC
-FDR
(max
k=4)
HITO
N-PC
-FDR
(max
k=3)
HITO
N-PC
-FDR
(max
k=2)
HITO
N-PC
-FDR
(max
k=1)
HI
TON-
MB
(max
k=3)
RFE
(redu
ction
by 5
0%)
RFE
(redu
ction
by 2
0%)
UAF-
KW-S
VM (5
0%)
UAF-
KW-S
VM (2
0%)
UAF-
S2N-
SVM
(50%
)
UAF-
S2N-
SVM
(20%
) L0
LARS
-EN
(mult
iclas
s)
LARS
-EN
(one
-ver
sus-
rest)
(c)
10-2
10-1
100
101
102
Sample size = 200
Sample size = 500
Sample size = 5000
N/A
10-2
10-1
100
101
102
10-2
10-1
100
101
102
HITO
N-PC
(max
k=4)
HITO
N-PC
(max
k=3)
HITO
N-PC
(max
k=2)
HITO
N-PC
(max
k=1)
HITO
N-PC
-FDR
(max
k=4)
HITO
N-PC
-FDR
(max
k=3)
HITO
N-PC
-FDR
(max
k=2)
HITO
N-PC
-FDR
(max
k=1)
HI
TON-
MB
(max
k=3)
RFE
(redu
ction
by 5
0%)
RFE
(redu
ction
by 2
0%)
UAF-
KW-S
VM (5
0%)
UAF-
KW-S
VM (2
0%)
UAF-
S2N-
SVM
(50%
)
UAF-
S2N-
SVM
(20%
) L0
LARS
-EN
(mult
iclas
s)
LARS
-EN
(one
-ver
sus-
rest)
(d)
Sample size = 200
Sample size = 500
Sample size = 5000
N/A
0.5
0.55
0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
0.5
0.55
0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
0.5
0.55
0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
HITO
N-PC
(max
k=4)
HITO
N-PC
(max
k=3)
HITO
N-PC
(max
k=2)
HITO
N-PC
(max
k=1)
HITO
N-PC
-FDR
(max
k=4)
HITO
N-PC
-FDR
(max
k=3)
HITO
N-PC
-FDR
(max
k=2)
HITO
N-PC
-FDR
(max
k=1)
HITO
N-M
B (m
ax k=
3)
RFE
(redu
ction
by 5
0%)
RFE
(redu
ction
by 2
0%)
UAF-
KW-S
VM (5
0%)
UAF-
KW-S
VM (2
0%)
UAF-
S2N-
SVM
(50%
)
UAF-
S2N-
SVM
(20%
) L0
LARS
-EN
(mult
iclas
s)
LARS
-EN
(one
-ver
sus-
rest)
Al
l feat
ures
(e)