All the base classifiers:
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.4958 * (normalized) ACTION
+ -1.7605 * (normalized) CONDITIONAL
+ 0.774 * (normalized) CONTINUANCE
+ 0.7483 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.293 * (normalized) RISK_LEVEL
+ -0.0434 * (normalized) SOURCE
+ -2 * (normalized) WEAK_PHRASE
+ 0.8501
Number of kernel evaluations: 7952 (78.233% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.8663 * (normalized) ACTION
+ -1.7189 * (normalized) CONDITIONAL
+ 1.4216 * (normalized) CONTINUANCE
+ 0.0075 * (normalized) IMPERATIVE
+ -0.0491 * (normalized) OPTION=0
+ -0.477 * (normalized) OPTION=1
+ 0.526 * (normalized) OPTION=3
+ -0.8591 * (normalized) RISK_LEVEL
+ 0.0032 * (normalized) SOURCE
+ -1.7114 * (normalized) WEAK_PHRASE
+ 1.0484
Number of kernel evaluations: 11093 (81.283% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0847 * (normalized) ACTION
+ -0.0403 * (normalized) CONDITIONAL
+ 0.1064 * (normalized) CONTINUANCE
+ 0.0113 * (normalized) IMPERATIVE
+ 1 * (normalized) OPTION=0
+ -1 * (normalized) OPTION=1
+ -0.0771 * (normalized) RISK_LEVEL
+ -0.0076 * (normalized) SOURCE
+ -1.9732 * (normalized) WEAK_PHRASE
+ 0.0024
Number of kernel evaluations: 12211 (83.542% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.8378 * (normalized) ACTION
+ -0.4981 * (normalized) CONDITIONAL
+ 1.5796 * (normalized) CONTINUANCE
+ 0.5234 * (normalized) IMPERATIVE
+ 0.0397 * (normalized) OPTION=0
+ -0.0397 * (normalized) OPTION=1
+ -0.8409 * (normalized) RISK_LEVEL
+ -0.9526 * (normalized) SOURCE
+ -1.8751 * (normalized) WEAK_PHRASE
+ 0.9985
Number of kernel evaluations: 11995 (81.59% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.2982 * (normalized) ACTION
+ -1.5575 * (normalized) CONDITIONAL
+ 1.3791 * (normalized) CONTINUANCE
+ 0.1922 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.584 * (normalized) RISK_LEVEL
+ -0.0555 * (normalized) SOURCE
+ -2.0013 * (normalized) WEAK_PHRASE
+ 0.9808
Number of kernel evaluations: 14370 (79.689% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.5452 * (normalized) ACTION
+ -1.6734 * (normalized) CONDITIONAL
+ 1.6215 * (normalized) CONTINUANCE
+ 0.0083 * (normalized) IMPERATIVE
+ -0.363 * (normalized) OPTION=0
+ 0.363 * (normalized) OPTION=3
+ -0.646 * (normalized) RISK_LEVEL
+ -0.0313 * (normalized) SOURCE
+ -1.5 * (normalized) WEAK_PHRASE
+ 1.3621
Number of kernel evaluations: 15946 (75.325% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
-0.0006 * (normalized) ACTION
+ -0.0004 * (normalized) CONDITIONAL
+ 0.0014 * (normalized) CONTINUANCE
+ -0.0022 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ 0 * (normalized) OPTION=3
+ 0.0019 * (normalized) RISK_LEVEL
+ -0.0014 * (normalized) SOURCE
+ -2.0013 * (normalized) WEAK_PHRASE
+ 0.9997
Number of kernel evaluations: 18009 (74.425% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0024 * (normalized) ACTION
+ 0 * (normalized) CONDITIONAL
+ 0.0025 * (normalized) CONTINUANCE
+ 0.0001 * (normalized) IMPERATIVE
+ 0.5004 * (normalized) OPTION=0
+ -1 * (normalized) OPTION=1
+ 0.4996 * (normalized) OPTION=3
+ -0.0015 * (normalized) RISK_LEVEL
+ 0.001 * (normalized) SOURCE
+ -2.5 * (normalized) WEAK_PHRASE
+ 0.499
Number of kernel evaluations: 11778 (74.962% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0006 * (normalized) ACTION
+ -0.0004 * (normalized) CONDITIONAL
+ 0.0058 * (normalized) CONTINUANCE
+ -0.0037 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.0017 * (normalized) RISK_LEVEL
+ 0.0003 * (normalized) SOURCE
+ -1.998 * (normalized) WEAK_PHRASE
+ 0.9998
Number of kernel evaluations: 12079 (78.247% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0008 * (normalized) ACTION
+ -0.0006 * (normalized) CONDITIONAL
+ 0.0067 * (normalized) CONTINUANCE
+ -0.0034 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.0025 * (normalized) RISK_LEVEL
+ -0.0001 * (normalized) SOURCE
+ 1.0008
Number of kernel evaluations: 14509 (85.913% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.7639 * (normalized) ACTION
+ -0.5285 * (normalized) CONDITIONAL
+ 0.3041 * (normalized) CONTINUANCE
+ 0.4095 * (normalized) IMPERATIVE
+ -0.0037 * (normalized) OPTION=0
+ 0.0037 * (normalized) OPTION=3
+ -0.1278 * (normalized) RISK_LEVEL
+ -0.2748 * (normalized) SOURCE
+ -2 * (normalized) WEAK_PHRASE
+ 0.951
Number of kernel evaluations: 11473 (79.372% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0083 * (normalized) ACTION
+ -0.0047 * (normalized) CONDITIONAL
+ 0.0156 * (normalized) CONTINUANCE
+ -0.0064 * (normalized) IMPERATIVE
+ 0.0023 * (normalized) OPTION=0
+ -0.0027 * (normalized) OPTION=1
+ 0.0004 * (normalized) OPTION=3
+ -0.0051 * (normalized) RISK_LEVEL
+ -0.0027 * (normalized) SOURCE
+ -1.9992 * (normalized) WEAK_PHRASE
+ 0.9983
Number of kernel evaluations: 9181 (85.67% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0036 * (normalized) ACTION
+ -0.0019 * (normalized) CONDITIONAL
+ 0.0008 * (normalized) CONTINUANCE
+ -0.0022 * (normalized) IMPERATIVE
+ 0.0005 * (normalized) OPTION=0
+ -0.0018 * (normalized) OPTION=1
+ 0.0013 * (normalized) OPTION=3
+ 0.0006 * (normalized) RISK_LEVEL
+ -0.0007 * (normalized) SOURCE
+ -1 * (normalized) WEAK_PHRASE
+ 0.9996
Number of kernel evaluations: 12621 (80.696% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0277 * (normalized) ACTION
+ -0.0058 * (normalized) CONDITIONAL
+ 0.6617 * (normalized) CONTINUANCE
+ 0.0016 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.3407 * (normalized) RISK_LEVEL
+ 0.0114 * (normalized) SOURCE
+ -1.6641 * (normalized) WEAK_PHRASE
+ 1.0008
Number of kernel evaluations: 10232 (86.375% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.227 * (normalized) ACTION
+ -1.8326 * (normalized) CONDITIONAL
+ 0.2984 * (normalized) CONTINUANCE
+ -0.2352 * (normalized) IMPERATIVE
+ 0.2461 * (normalized) OPTION=0
+ -1 * (normalized) OPTION=1
+ 0.7539 * (normalized) OPTION=3
+ 0.2369 * (normalized) RISK_LEVEL
+ -0.3583 * (normalized) SOURCE
+ -1.9829 * (normalized) WEAK_PHRASE
+ 0.689
Number of kernel evaluations: 9272 (79.615% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.5038 * (normalized) ACTION
+ -1.6194 * (normalized) CONDITIONAL
+ 1.4047 * (normalized) CONTINUANCE
+ 0.2213 * (normalized) IMPERATIVE
+ 0.422 * (normalized) OPTION=0
+ -1.0807 * (normalized) OPTION=1
+ 0.6588 * (normalized) OPTION=3
+ -0.5396 * (normalized) RISK_LEVEL
+ -0.4398 * (normalized) SOURCE
+ -1.9685 * (normalized) WEAK_PHRASE
+ 0.5885
Number of kernel evaluations: 14897 (83.603% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.4887 * (normalized) ACTION
+ -1.1187 * (normalized) CONDITIONAL
+ 1.4928 * (normalized) CONTINUANCE
+ -0.0033 * (normalized) IMPERATIVE
+ 0.3723 * (normalized) OPTION=0
+ -0.7442 * (normalized) OPTION=1
+ 0.3719 * (normalized) OPTION=3
+ -0.7426 * (normalized) RISK_LEVEL
+ -0.003 * (normalized) SOURCE
+ -1 * (normalized) WEAK_PHRASE
+ 0.6277
Number of kernel evaluations: 13187 (86.327% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0011 * (normalized) ACTION
+ -0.0002 * (normalized) CONDITIONAL
+ 0.0026 * (normalized) CONTINUANCE
+ 0.0025 * (normalized) IMPERATIVE
+ 0.0001 * (normalized) OPTION=0
+ -0.0001 * (normalized) OPTION=1
+ -0.0019 * (normalized) RISK_LEVEL
+ -0.0009 * (normalized) SOURCE
+ -2 * (normalized) WEAK_PHRASE
+ 0.9993
Number of kernel evaluations: 11874 (79.085% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.7379 * (normalized) ACTION
+ -1.7299 * (normalized) CONDITIONAL
+ 1.5012 * (normalized) CONTINUANCE
+ 0.0075 * (normalized) IMPERATIVE
+ -0.1229 * (normalized) OPTION=0
+ 0.1229 * (normalized) OPTION=3
+ -0.4865 * (normalized) RISK_LEVEL
+ -0.284 * (normalized) SOURCE
+ -1.5 * (normalized) WEAK_PHRASE
+ 1.1221
Number of kernel evaluations: 10770 (82.885% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0062 * (normalized) ACTION
+ -1.9992 * (normalized) CONDITIONAL
+ -0.0056 * (normalized) CONTINUANCE
+ 0.0021 * (normalized) IMPERATIVE
+ -0.4994 * (normalized) OPTION=0
+ -0.5006 * (normalized) OPTION=1
+ 1 * (normalized) OPTION=3
+ 0.0018 * (normalized) RISK_LEVEL
+ 0.005 * (normalized) SOURCE
+ -1.5 * (normalized) WEAK_PHRASE
+ 1.499
Number of kernel evaluations: 12766 (82.425% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.2778 * (normalized) ACTION
+ -1.944 * (normalized) CONDITIONAL
+ 0.2231 * (normalized) CONTINUANCE
+ -0.0031 * (normalized) IMPERATIVE
+ -0.889 * (normalized) OPTION=0
+ 0.889 * (normalized) OPTION=3
+ -0.1093 * (normalized) RISK_LEVEL
+ -0.0036 * (normalized) SOURCE
+ -2 * (normalized) WEAK_PHRASE
+ 1.8894
Number of kernel evaluations: 17104 (81.228% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.0805 * (normalized) ACTION
+ -0.6482 * (normalized) CONDITIONAL
+ 0.6425 * (normalized) CONTINUANCE
+ -0.0204 * (normalized) IMPERATIVE
+ 0.1857 * (normalized) OPTION=0
+ -0.4597 * (normalized) OPTION=1
+ 0.274 * (normalized) OPTION=3
+ -0.2431 * (normalized) RISK_LEVEL
+ -0.1316 * (normalized) SOURCE
+ -2 * (normalized) WEAK_PHRASE
+ 0.8193
Number of kernel evaluations: 16291 (88.985% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.097 * (normalized) ACTION
+ -1.8391 * (normalized) CONDITIONAL
+ 1.3704 * (normalized) CONTINUANCE
+ 0.8265 * (normalized) IMPERATIVE
+ -0.0877 * (normalized) OPTION=0
+ -0.2925 * (normalized) OPTION=1
+ 0.3802 * (normalized) OPTION=3
+ 0.2409 * (normalized) RISK_LEVEL
+ -1.3938 * (normalized) SOURCE
+ -1 * (normalized) WEAK_PHRASE
+ 0.9541
Number of kernel evaluations: 12698 (80.079% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.4531 * (normalized) ACTION
+ -0.9047 * (normalized) CONDITIONAL
+ 1.0405 * (normalized) CONTINUANCE
+ -0.1281 * (normalized) IMPERATIVE
+ -0.0206 * (normalized) OPTION=0
+ 0.0206 * (normalized) OPTION=3
+ -0.4298 * (normalized) RISK_LEVEL
+ -0.2733 * (normalized) SOURCE
+ -2.0124 * (normalized) WEAK_PHRASE
+ 1.0671
Number of kernel evaluations: 10951 (77.164% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.0032 * (normalized) ACTION
+ -0.5008 * (normalized) CONDITIONAL
+ 1.4015 * (normalized) CONTINUANCE
+ 0.0032 * (normalized) IMPERATIVE
+ -0.0008 * (normalized) OPTION=0
+ 0.0008 * (normalized) OPTION=3
+ -0.7617 * (normalized) RISK_LEVEL
+ -0.0208 * (normalized) SOURCE
+ -1.8264 * (normalized) WEAK_PHRASE
+ 1.0509
Number of kernel evaluations: 10422 (71.839% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.095 * (normalized) ACTION
+ -0.0819 * (normalized) CONDITIONAL
+ 0.6076 * (normalized) CONTINUANCE
+ -0.2282 * (normalized) IMPERATIVE
+ 0.0269 * (normalized) OPTION=0
+ -0.0269 * (normalized) OPTION=1
+ -0.1912 * (normalized) RISK_LEVEL
+ -0.0445 * (normalized) SOURCE
+ -1.9084 * (normalized) WEAK_PHRASE
+ 0.9959
Number of kernel evaluations: 9673 (83.888% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.497 * (normalized) ACTION
+ -1.999 * (normalized) CONDITIONAL
+ -0.001 * (normalized) CONTINUANCE
+ -0.0002 * (normalized) IMPERATIVE
+ -0.5002 * (normalized) OPTION=0
+ 0.5002 * (normalized) OPTION=3
+ 0.002 * (normalized) RISK_LEVEL
+ -0.001 * (normalized) SOURCE
+ -1.5 * (normalized) WEAK_PHRASE
+ 1.4998
Number of kernel evaluations: 12216 (89.48% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
3.0654 * (normalized) ACTION
+ -1.891 * (normalized) CONDITIONAL
+ 0.5505 * (normalized) CONTINUANCE
+ -0.2326 * (normalized) IMPERATIVE
+ 1 * (normalized) OPTION=0
+ -1 * (normalized) OPTION=1
+ -0.1237 * (normalized) RISK_LEVEL
+ -0.0381 * (normalized) SOURCE
+ -1 * (normalized) WEAK_PHRASE
+ 0.0559
Number of kernel evaluations: 6613 (67.427% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.2383 * (normalized) ACTION
+ -0.9565 * (normalized) CONDITIONAL
+ 0.4883 * (normalized) CONTINUANCE
+ 0.0631 * (normalized) IMPERATIVE
+ 0.1771 * (normalized) OPTION=0
+ -0.1771 * (normalized) OPTION=1
+ -0.0498 * (normalized) RISK_LEVEL
+ -0.1575 * (normalized) SOURCE
+ -1.872 * (normalized) WEAK_PHRASE
+ 0.8241
Number of kernel evaluations: 13674 (81.49% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.1315 * (normalized) ACTION
+ -1.5582 * (normalized) CONDITIONAL
+ 1.7683 * (normalized) CONTINUANCE
+ -0.0027 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.8161 * (normalized) RISK_LEVEL
+ -0.3327 * (normalized) SOURCE
+ -2.0368 * (normalized) WEAK_PHRASE
+ 1.0008
Number of kernel evaluations: 14670 (81.945% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.1817 * (normalized) ACTION
+ -0.2506 * (normalized) CONDITIONAL
+ 0.9358 * (normalized) CONTINUANCE
+ 0.1174 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.3671 * (normalized) RISK_LEVEL
+ -0.0417 * (normalized) SOURCE
+ -2.5 * (normalized) WEAK_PHRASE
+ 0.9924
Number of kernel evaluations: 13429 (85.724% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.9336 * (normalized) ACTION
+ -0.7567 * (normalized) CONDITIONAL
+ 0.639 * (normalized) CONTINUANCE
+ -0.099 * (normalized) IMPERATIVE
+ 0.1713 * (normalized) OPTION=0
+ -0.5162 * (normalized) OPTION=1
+ 0.345 * (normalized) OPTION=3
+ -0.3129 * (normalized) RISK_LEVEL
+ -0.2243 * (normalized) SOURCE
+ -1.6181 * (normalized) WEAK_PHRASE
+ 0.8663
Number of kernel evaluations: 12888 (77.593% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0027 * (normalized) ACTION
+ 0.0003 * (normalized) CONDITIONAL
+ 0.0035 * (normalized) CONTINUANCE
+ 0.0001 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.0033 * (normalized) RISK_LEVEL
+ 0.003 * (normalized) SOURCE
+ -1.9974 * (normalized) WEAK_PHRASE
+ 0.9999
Number of kernel evaluations: 14451 (71.498% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
1.0999 * (normalized) ACTION
+ -0.8213 * (normalized) CONDITIONAL
+ 0.0074 * (normalized) CONTINUANCE
+ 0.0065 * (normalized) IMPERATIVE
+ -0.1363 * (normalized) OPTION=0
+ 0.1363 * (normalized) OPTION=3
+ -0.0093 * (normalized) RISK_LEVEL
+ -0.0004 * (normalized) SOURCE
+ -1.9972 * (normalized) WEAK_PHRASE
+ 1.1364
Number of kernel evaluations: 13597 (85.546% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
2.1121 * (normalized) ACTION
+ -1.86 * (normalized) CONDITIONAL
+ 0.5674 * (normalized) CONTINUANCE
+ 0.5572 * (normalized) IMPERATIVE
+ -0.0283 * (normalized) OPTION=0
+ -0.3116 * (normalized) OPTION=1
+ 0.3399 * (normalized) OPTION=3
+ 0.1693 * (normalized) RISK_LEVEL
+ -2.2572 * (normalized) SOURCE
+ -1.9156 * (normalized) WEAK_PHRASE
+ 0.8892
Number of kernel evaluations: 11125 (81.795% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.6668 * (normalized) ACTION
+ -0.3297 * (normalized) CONDITIONAL
+ 0.2786 * (normalized) CONTINUANCE
+ -0.005 * (normalized) IMPERATIVE
+ 0.5039 * (normalized) OPTION=0
+ -1 * (normalized) OPTION=1
+ 0.4961 * (normalized) OPTION=3
+ -0.1337 * (normalized) RISK_LEVEL
+ -0.0733 * (normalized) SOURCE
+ -1.9953 * (normalized) WEAK_PHRASE
+ 0.497
Number of kernel evaluations: 11606 (86.942% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0018 * (normalized) ACTION
+ -1.9995 * (normalized) CONDITIONAL
+ 0.0016 * (normalized) CONTINUANCE
+ -0.0003 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ 0 * (normalized) OPTION=1
+ -0.0023 * (normalized) RISK_LEVEL
+ 0.0009 * (normalized) SOURCE
+ -1.9985 * (normalized) WEAK_PHRASE
+ 1.0004
Number of kernel evaluations: 15938 (77.671% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.4571 * (normalized) ACTION
+ -1.0569 * (normalized) CONDITIONAL
+ 1.331 * (normalized) CONTINUANCE
+ 0.473 * (normalized) IMPERATIVE
+ -0.116 * (normalized) OPTION=0
+ -0.133 * (normalized) OPTION=1
+ 0.249 * (normalized) OPTION=3
+ -0.4306 * (normalized) RISK_LEVEL
+ 0.0745 * (normalized) SOURCE
+ -1.8789 * (normalized) WEAK_PHRASE
+ 1.0544
Number of kernel evaluations: 10410 (78.336% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
0.0056 * (normalized) ACTION
+ -0.0018 * (normalized) CONDITIONAL
+ 0.0376 * (normalized) CONTINUANCE
+ -0.0072 * (normalized) IMPERATIVE
+ 0 * (normalized) OPTION=0
+ -0.0126 * (normalized) RISK_LEVEL
+ -0.0044 * (normalized) SOURCE
+ -1.5 * (normalized) WEAK_PHRASE
+ 1.0026
Number of kernel evaluations: 11667 (82.333% cached)
SMO
Kernel used:
Linear Kernel: K(x,y) =
Classifier for classes: Y, N
BinarySMO
Machine linear: showing attribute weights, not support vectors.
-0.0003 * (normalized) ACTION
+ -0.0018 * (normalized) CONDITIONAL
+ 0.0699 * (normalized) CONTINUANCE
+ -0.0186 * (normalized) IMPERATIVE
+ 0.002 * (normalized) OPTION=0
+ -0.002 * (normalized) OPTION=1
+ -0.0224 * (normalized) RISK_LEVEL
+ -0.0106 * (normalized) SOURCE
+ -1.9988 * (normalized) WEAK_PHRASE
+ 1.0053
Number of kernel evaluations: 12912 (85.801% cached)