| Method |
Accuracy % |
Reference |
Scheme |
|
| DecisionStump |
69.06 |
WEKA (T.W.) |
DecisionStump |
| SMO |
68.68 |
WEKA (T.W.) |
SMO -C 1.0 -E 1.0 -A 1000003
-T
0.0010 -P 1.0E-12 |
| DecisionTable |
67.17 |
WEKA (T.W.) |
weka.classifiers.DecisionTable -X
1 -S 5 |
| NaiveBayes |
65.66 |
WEKA (T.W.) |
weka.classifiers.NaiveBayes
-K |
| Logistic |
64.53 |
WEKA (T.W.) |
Logistic |
| IBk |
63.40 |
WEKA (T.W.) |
weka.classifiers.IBk -K 10 -W 0
-X
(k=7 wins) |
| NaiveBayes |
62.64 |
WEKA (T.W.) |
NaiveBayes
|
| IB1 |
62.26 |
WEKA (T.W.) |
IB1 |
| j48.PART |
61.13 |
WEKA (T.W.) |
weka.classifiers.j48.PART -C 0.25
-M 2 |
| kernelDensity |
60.75 |
WEKA (T.W.) |
KernelDensity |
| j48.J48 |
60.75 |
WEKA (T.W.) |
weka.classifiers.j48.J48 -C 0.25
-M 2 |
| kstar |
60.38 |
WEKA (T.W.) |
weka.classifiers.kstar.KStar -B 20
-M a |
| ZeroR |
60.38 |
WEKA (T.W.) |
ZeroR |
DEFAULT |
| NaiveBayesSimple |
57.74 |
WEKA (T.W.) |
NaiveBayesSimple |
|
| adtree |
57.36 |
WEKA (T.W.) |
weka.classifiers.adtree.ADTree -B
10 -E -3 |
| OneR |
56.98 |
WEKA (T.W.) |
OneR -B 6 |
| VFI |
49.43 |
WEKA (T.W.) |
weka.classifiers.VFI -B 0.6 |
| HyperPipes |
46.04 |
WEKA (T.W.) |
HyperPipes |
