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Created April 13, 2010 14:09
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The score being reported is the f-measure. The more number of rounds Which2 runs, the worse the f-measure, but the more stable the results.
Below, it shows that the number of "lives" and the sample size does not matter. It does show that the smaller the beam size, the better the median f-measure.
The median performance, like most classifiers, varies greatly by classifier.
Rounds (Sorted by round)
1 Rounds, 3.0, 10.0, 16.0, 36.0, 100.0, [---- | +++++++++++++++++++++++++++++++++]
2 Rounds, 3.0, 8.0, 14.0, 34.0, 100.0, [--- | ++++++++++++++++++++++++++++++++++]
3 Rounds, 3.0, 7.0, 13.0, 32.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++]
4 Rounds, 3.0, 7.0, 13.0, 30.0, 100.0, [--- | ++++++++++++++++++++++++++++++++++++]
5 Rounds, 3.0, 7.0, 13.0, 32.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++]
6 Rounds, 3.0, 7.0, 13.0, 31.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++ ]
7 Rounds, 3.0, 7.0, 13.0, 31.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++ ]
8 Rounds, 3.0, 7.0, 13.0, 29.0, 100.0, [--- | ++++++++++++++++++++++++++++++++++++ ]
9 Rounds, 3.0, 6.0, 13.0, 31.0, 100.0, [-- | +++++++++++++++++++++++++++++++++++ ]
10 Rounds, 3.0, 6.0, 13.0, 31.0, 100.0, [-- | +++++++++++++++++++++++++++++++++++ ]
11 Rounds, 3.0, 6.0, 13.0, 31.0, 100.0, [-- | +++++++++++++++++++++++++++++++++++ ]
12 Rounds, 3.0, 6.0, 13.0, 31.0, 100.0, [-- | +++++++++++++++++++++++++++++++++++ ]
13 Rounds, 3.0, 6.0, 13.0, 30.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++]
14 Rounds, 3.0, 6.0, 12.0, 30.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++]
15 Rounds, 3.0, 6.0, 12.0, 30.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++]
16 Rounds, 3.0, 6.0, 12.0, 29.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++ ]
17 Rounds, 3.0, 6.0, 12.0, 30.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++]
18 Rounds, 3.0, 6.0, 12.0, 29.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++ ]
19 Rounds, 3.0, 6.0, 12.0, 29.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++ ]
20 Rounds, 3.0, 6.0, 12.0, 29.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++ ]
21 Rounds, 3.0, 6.0, 12.0, 29.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++ ]
22 Rounds, 3.0, 6.0, 12.0, 29.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++ ]
23 Rounds, 3.0, 6.0, 10.0, 18.0, 53.0, [-- | ++++++++++++++++++ ]
24 Rounds, 3.0, 5.0, 9.0, 15.0, 44.0, [-- | +++++++++++++++ ]
25 Rounds, 3.0, 4.0, 7.0, 14.0, 44.0, [- | ++++++++++++++++ ]
26 Rounds, 3.0, 4.0, 7.0, 13.0, 44.0, [- | ++++++++++++++++ ]
27 Rounds, 3.0, 4.0, 6.0, 12.0, 44.0, [- | +++++++++++++++++ ]
28 Rounds, 3.0, 4.0, 6.0, 11.0, 44.0, [- | +++++++++++++++++ ]
29 Rounds, 3.0, 4.0, 6.0, 11.0, 44.0, [- | +++++++++++++++++ ]
30 Rounds, 3.0, 4.0, 6.0, 10.0, 34.0, [- | +++++++++++++ ]
31 Rounds, 3.0, 4.0, 6.0, 9.0, 30.0, [- |+++++++++++ ]
32 Rounds, 3.0, 7.0, 11.0, 26.0, 61.0, [--- | ++++++++++++++++++ ]
33 Rounds, 3.0, 4.0, 6.0, 9.0, 26.0, [- |+++++++++ ]
34 Rounds, 3.0, 4.0, 5.0, 8.0, 26.0, [-| ++++++++++ ]
35 Rounds, 3.0, 4.0, 5.0, 7.0, 26.0, [-|++++++++++ ]
36 Rounds, 3.0, 4.0, 5.0, 7.0, 26.0, [-|++++++++++ ]
37 Rounds, 3.0, 4.0, 5.0, 7.0, 26.0, [-|++++++++++ ]
38 Rounds, 3.0, 4.0, 5.0, 7.0, 26.0, [-|++++++++++ ]
39 Rounds, 3.0, 4.0, 5.0, 7.0, 26.0, [-|++++++++++ ]
40 Rounds, 3.0, 4.0, 5.0, 6.0, 26.0, [-|+++++++++++ ]
41 Rounds, 3.0, 4.0, 5.0, 6.0, 26.0, [-|+++++++++++ ]
42 Rounds, 3.0, 4.0, 4.0, 6.0, 26.0, [-|+++++++++++ ]
43 Rounds, 3.0, 4.0, 4.0, 6.0, 13.0, [-|++++ ]
44 Rounds, 3.0, 4.0, 4.0, 6.0, 13.0, [-|++++ ]
45 Rounds, 3.0, 4.0, 4.0, 6.0, 13.0, [-|++++ ]
46 Rounds, 3.0, 4.0, 4.0, 6.0, 13.0, [-|++++ ]
47 Rounds, 3.0, 4.0, 4.0, 6.0, 13.0, [-|++++ ]
48 Rounds, 3.0, 4.0, 4.0, 6.0, 13.0, [-|++++ ]
Number of Lives
5, 3.0, 7.0, 13.0, 31.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++ ]
20, 3.0, 7.0, 13.0, 31.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++ ]
15, 3.0, 7.0, 13.0, 31.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++ ]
10, 3.0, 7.0, 13.0, 31.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++ ]
Sample Size
4, 3.0, 7.0, 14.0, 32.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++]
8, 3.0, 7.0, 13.0, 30.0, 100.0, [--- | ++++++++++++++++++++++++++++++++++++]
16, 3.0, 7.0, 13.0, 30.0, 100.0, [--- | ++++++++++++++++++++++++++++++++++++]
32, 3.0, 6.0, 12.0, 30.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++]
Beam Size
2, 50.0, 51.0, 54.0, 63.0, 100.0, [ - | +++++++++++++++++++ ]
4, 25.0, 25.0, 27.0, 32.0, 100.0, [ -| +++++++++++++++++++++++++++++++++++]
8, 12.0, 12.0, 14.0, 18.0, 100.0, [ -| ++++++++++++++++++++++++++++++++++++++++++]
10, 3.0, 10.0, 11.0, 16.0, 100.0, [----| +++++++++++++++++++++++++++++++++++++++++++]
15, 3.0, 6.0, 8.0, 13.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++++++++++ ]
20, 3.0, 5.0, 6.0, 12.0, 100.0, [--| +++++++++++++++++++++++++++++++++++++++++++++]
30, 3.0, 3.0, 4.0, 9.0, 100.0, [-| ++++++++++++++++++++++++++++++++++++++++++++++ ]
F-Measure
segment, 16.0, 50.0, 99.0, 100.0, 100.0, [ ------------------ |+]
ionosphere, 6.0, 24.0, 69.0, 100.0, 100.0, [ ---------- | +]
g2, 5.0, 25.0, 40.0, 100.0, 100.0, [ ----------- | +]
vehicle, 6.0, 19.0, 31.0, 44.0, 100.0, [ ------- | +++++++++++++++++++++++++++++]
sonar, 6.0, 20.0, 26.0, 45.0, 75.0, [ -------- | ++++++++++++++++ ]
iris, 5.0, 18.0, 25.0, 39.0, 76.0, [ ------- | +++++++++++++++++++ ]
glass, 3.0, 8.0, 20.0, 32.0, 90.0, [--- | ++++++++++++++++++++++++++++++ ]
pcolic, 7.0, 13.0, 18.0, 32.0, 74.0, [ ---- | ++++++++++++++++++++++ ]
colic, 7.0, 13.0, 18.0, 32.0, 74.0, [ ---- | ++++++++++++++++++++++ ]
labor, 7.0, 12.0, 16.0, 33.0, 55.0, [ --- | ++++++++++++ ]
heart-h, 7.0, 10.0, 16.0, 29.0, 57.0, [ -- | +++++++++++++++ ]
heart-c, 6.0, 11.0, 16.0, 29.0, 56.0, [ --- | ++++++++++++++ ]
splice, 4.0, 10.0, 15.0, 28.0, 76.0, [ ---- | +++++++++++++++++++++++++ ]
breast-cancer, 6.0, 11.0, 15.0, 26.0, 58.0, [ --- | +++++++++++++++++ ]
mushroom, 4.0, 7.0, 13.0, 30.0, 59.0, [ -- | +++++++++++++++ ]
autos, 3.0, 8.0, 13.0, 26.0, 59.0, [--- | +++++++++++++++++ ]
sick, 3.0, 8.0, 12.0, 25.0, 74.0, [--- | +++++++++++++++++++++++++ ]
hypothyroid, 3.0, 6.0, 12.0, 25.0, 74.0, [-- | +++++++++++++++++++++++++ ]
hepatitis, 4.0, 8.0, 12.0, 27.0, 53.0, [ --- | ++++++++++++++ ]
vote, 4.0, 7.0, 11.0, 27.0, 54.0, [ -- | ++++++++++++++ ]
v1, 3.0, 6.0, 11.0, 26.0, 89.0, [-- | ++++++++++++++++++++++++++++++++ ]
lymph, 3.0, 7.0, 11.0, 27.0, 100.0, [--- | +++++++++++++++++++++++++++++++++++++ ]
soybean, 3.0, 5.0, 10.0, 25.0, 64.0, [-- | ++++++++++++++++++++ ]
primary-tumor, 3.0, 6.0, 10.0, 25.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++++ ]
kr, 3.0, 5.0, 10.0, 25.0, 56.0, [-- | ++++++++++++++++ ]
audiology, 3.0, 5.0, 10.0, 25.0, 100.0, [-- | ++++++++++++++++++++++++++++++++++++++ ]
anneal, 3.0, 5.0, 10.0, 25.0, 64.0, [-- | ++++++++++++++++++++ ]
vowel, 3.0, 5.0, 9.0, 16.0, 100.0, [-- | +++++++++++++++++++++++++++++++++++++++++++]
Overall
3.0, 7.0, 13.0, 31.0,100.0,[--- | +++++++++++++++++++++++++++++++++++ ]
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