156
Statistical Analysis
B.2
Classification Accuracy - UCI Datasets
Letter
Segment
Waveform
Weka NBayes
64.23
80.30
79.96
Weka J48
87.76
97.14
75.52
LIBSVM C-SVM
97.45
62.60
86.66
MIPSVM
50.42
84.72
85.98
B.3
Computational Performance - UCI Datasets
TODO: add text here..
Letter
Segment
Waveform
MIPSVM
1.378
0.1700
1.113
Weka NBayes
22.70
1.742
6.939
Weka J48
249.85
6.490
57.21
LIBSVM C-SVM
2081
37.74
148.5
B.4
Data for Computational Performance - Ze-
real and Web data
Dataset/Classifier MIPSVM SMO
C4.5
LogReg VotPer
Naiv.Bayes
Players and NPCs
0,01
5,37 0,59
0,63
0,63
0,39
Players vs NPCs
0,00
1,33 0,43
0,59
0,40
0,37
Player Types
0,00
2,85 0,53
0,63
0,51
0,37
Spider or person
0,151
NA
23,927 7,218
271,909 2,057
Google vs others
0,075
NA
3,565
3,085
49,42
1,04
SE vs others
0,078
NA
4,289
3,251
46,102
1,005
Intrasite cs.
0,402
NA
23,063 NA
NA
5,907
Intrapage P0
0,044
NA
1,137
10,67
13,243
0,793
Intrapage P5
0,01
NA
0,593
1,7
1,813
0,449