AdaBoostM1: Base classifiers and their weights:
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.4734 * (normalized) ACTION
+ -0.2812 * (normalized) CONDITIONAL
+ 0.4135 * (normalized) CONTINUANCE
+ -0.0236 * (normalized) IMPERATIVE
+ 0.0355 * (normalized) OPTION=0
+ -0.0789 * (normalized) OPTION=1
+ 0.0434 * (normalized) OPTION=3
+ -0.1669 * (normalized) RISK_LEVEL
+ -0.0634 * (normalized) SOURCE
+ -1.9849 * (normalized) WEAK_PHRASE
+ 1.0087
Number of kernel evaluations: 10279 (76.061% cached)
Weight: 0.72
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.6431 * (normalized) ACTION
+ -1.3967 * (normalized) CONDITIONAL
+ 1.8062 * (normalized) CONTINUANCE
+ 0.4343 * (normalized) IMPERATIVE
+ -0.108 * (normalized) OPTION=0
+ -0.5247 * (normalized) OPTION=1
+ 0.6327 * (normalized) OPTION=3
+ -0.6552 * (normalized) RISK_LEVEL
+ 0.0021 * (normalized) SOURCE
+ -1.5061 * (normalized) WEAK_PHRASE
+ 0.4175
Number of kernel evaluations: 7252 (69.25% cached)
Weight: 0.43
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.3111 * (normalized) ACTION
+ -0.0006 * (normalized) CONDITIONAL
+ 1.5345 * (normalized) CONTINUANCE
+ 0.0034 * (normalized) IMPERATIVE
+ 0.1026 * (normalized) OPTION=0
+ -0.3595 * (normalized) OPTION=1
+ 0.2569 * (normalized) OPTION=3
+ -0.0012 * (normalized) RISK_LEVEL
+ 0.0023 * (normalized) SOURCE
+ -0.6282 * (normalized) WEAK_PHRASE
- 1.1024
Number of kernel evaluations: 6622 (84.913% cached)
Weight: 0.43
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.7012 * (normalized) ACTION
+ -1.4779 * (normalized) CONDITIONAL
+ 1.4467 * (normalized) CONTINUANCE
+ -0.4643 * (normalized) IMPERATIVE
+ -0.1856 * (normalized) OPTION=0
+ -0.3202 * (normalized) OPTION=1
+ 0.5058 * (normalized) OPTION=3
+ -0.0954 * (normalized) RISK_LEVEL
+ -0.1549 * (normalized) SOURCE
+ -1.2766 * (normalized) WEAK_PHRASE
+ 0.7644
Number of kernel evaluations: 6223 (76.053% cached)
Weight: 0.16
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.843 * (normalized) ACTION
+ -0.0018 * (normalized) CONDITIONAL
+ 2.1326 * (normalized) CONTINUANCE
+ -0.8455 * (normalized) IMPERATIVE
+ 0.1426 * (normalized) OPTION=0
+ -0.395 * (normalized) OPTION=1
+ 0.2525 * (normalized) OPTION=3
+ 0.2133 * (normalized) RISK_LEVEL
+ -0.0299 * (normalized) SOURCE
+ -0.8931 * (normalized) WEAK_PHRASE
- 0.9726
Number of kernel evaluations: 5476 (73.525% cached)
Weight: 0.3
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
-0.0026 * (normalized) ACTION
+ -1.9963 * (normalized) CONDITIONAL
+ 0.0052 * (normalized) CONTINUANCE
+ -0.0088 * (normalized) IMPERATIVE
+ -0.1565 * (normalized) OPTION=0
+ -0.252 * (normalized) OPTION=1
+ 0.4085 * (normalized) OPTION=3
+ 0.0044 * (normalized) RISK_LEVEL
+ -0.0293 * (normalized) SOURCE
+ -1.1024 * (normalized) WEAK_PHRASE
+ 1.1569
Number of kernel evaluations: 8198 (85.581% cached)
Weight: 0.16
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.6913 * (normalized) ACTION
+ 0.0219 * (normalized) CONDITIONAL
+ 1.1059 * (normalized) CONTINUANCE
+ -0.644 * (normalized) IMPERATIVE
+ 0.1569 * (normalized) OPTION=0
+ -0.4801 * (normalized) OPTION=1
+ 0.3232 * (normalized) OPTION=3
+ -0.3374 * (normalized) RISK_LEVEL
+ -0.9212 * (normalized) SOURCE
+ -1.1331 * (normalized) WEAK_PHRASE
+ 0.5841
Number of kernel evaluations: 5928 (67.802% cached)
Weight: 0.02
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.0492 * (normalized) ACTION
+ 0.053 * (normalized) CONDITIONAL
+ 1.5312 * (normalized) CONTINUANCE
+ -1.0144 * (normalized) IMPERATIVE
+ 0.1118 * (normalized) OPTION=0
+ -0.5024 * (normalized) OPTION=1
+ 0.3907 * (normalized) OPTION=3
+ -0.2543 * (normalized) RISK_LEVEL
+ -0.9796 * (normalized) SOURCE
+ -1.046 * (normalized) WEAK_PHRASE
+ 0.2997
Number of kernel evaluations: 6100 (61.299% cached)
Weight: 0.03
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.4353 * (normalized) ACTION
+ 0.4529 * (normalized) CONDITIONAL
+ 1.5027 * (normalized) CONTINUANCE
+ -1.0751 * (normalized) IMPERATIVE
+ 0.1002 * (normalized) OPTION=0
+ -0.4402 * (normalized) OPTION=1
+ 0.34 * (normalized) OPTION=3
+ 0.2615 * (normalized) RISK_LEVEL
+ -0.8541 * (normalized) SOURCE
+ -0.57 * (normalized) WEAK_PHRASE
- 0.8466
Number of kernel evaluations: 9722 (70.267% cached)
Weight: 0.08
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0966 * (normalized) ACTION
+ -0.0084 * (normalized) CONDITIONAL
+ 0.2341 * (normalized) CONTINUANCE
+ -0.252 * (normalized) IMPERATIVE
+ 0.1758 * (normalized) OPTION=0
+ -0.4209 * (normalized) OPTION=1
+ 0.2451 * (normalized) OPTION=3
+ 0.0001 * (normalized) RISK_LEVEL
+ -0.8505 * (normalized) SOURCE
+ -1.0732 * (normalized) WEAK_PHRASE
+ 0.8353
Number of kernel evaluations: 6167 (67.381% cached)
Weight: 0.05
Number of performed Iterations: 10