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Pima diabetes.
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| Method |
Accuracy % |
Reference |
| Logdisc |
77.7 |
Statlog |
| IncNet
|
77.6 |
Norbert Jankowski |
| DIPOL92 |
77.6 |
Statlog |
| Linear
Discr. Anal. |
77.5-77.2 |
Statlog; Ster & Dobnikar |
| Logistic |
77.08 |
WEKA (T.W.) |
| SMART |
76.8 |
Statlog |
| GTO DT
(5xCV) |
76.8 |
Bennet and Blue |
| ASI |
76.6 |
Ster & Dobnikar |
| Fisher
discr. analysis |
76.5 |
Ster & Dobnikar |
| SMO |
76.43 |
WEKA (T.W.) |
| MLP+BP |
76.4 |
Ster & Dobnikar |
| NaiveBayes |
76.04 |
WEKA (T.W.) |
| NaiveBayesSimple |
75.91 |
WEKA (T.W.) |
| MLP+BP |
75.8± 6.2 |
Zarndt |
| LVQ |
75.8 |
Ster & Dobnikar |
| LFC |
75.8 |
Ster & Dobnikar |
| RBF |
75.7 |
Statlog |
| NB |
75.5-73.8 |
Ster & Dobnikar; Statlog |
| SSV |
75.51+0.19 |
GM |
| MML |
75.5± 6.3 |
Zarndt |
| kNN, k=22,
Manh |
75.5 |
Karol Grudzinski |
| SNB |
75.4 |
Ster & Dobnikar |
| BP |
75.2 |
Statlog |
| kNN, k=18,
Euclid |
75.2 |
Karol Grudzinski |
| CART |
74.7± 5.4 |
Zarndt |
| CART |
74.5 |
Stalog |
| J48.j48 |
74.48 |
WEKA (T.W.) |
| DB-CART |
74.4 |
Shang & Breiman |
| ASR |
74.3 |
Ster & Dobnikar |
| J48.part |
73.83 |
WEKA (T.W.) |
| ADTREE |
73.44 |
WEKA (T.W.) |
| DecisionTable |
73.05 |
WEKA (T.W.) |
| K-nn |
73.04+0.07 |
GM |
| C4.5 |
73.0 |
Stalog |
| CART |
72.8 |
Ster & Dobnikar |
| C4.5 |
72.7± 6.6 |
Zarndt |
| Kohonen |
72.7 |
Statlog |
| Bagging_OneR |
72.66 |
WEKA (T.W.) |
| Bayes |
72.2± 6.9 |
Zarndt |
| C4.5
(5xCV) |
72.0 |
Bennet and Blue |
| kNN |
71.9 |
Ster & Dobnikar |
| ID3 |
71.7± 6.6 |
Zarndt |
| IB3 |
71.7± 5.0 |
Zarndt |
| OneR |
71.48 |
WEKA (T.W.) |
| DecisionStump |
71.35 |
WEKA (T.W.) |
| KernelDensity |
70.96 |
WEKA (T.W.) |
| kstar |
70.57 |
WEKA (T.W.) |
| IB1 |
70.4± 6.2 |
Zarndt |
| Ib1 |
69.92 |
WEKA (T.W.) |
| Ibk |
69.92 |
WEKA (T.W.) |
| FSM |
69.92±0.23 |
GM |
| kNN |
67.6 |
Statlog |
| C4.5
rules |
67.0± 2.9 |
Zarndt |
| VotedPerceptron |
65.76 |
WEKA (T.W.) |
| HyperPipes |
65.63 |
WEKA (T.W.) |
| ZeroR |
65.10 |
WEKA (T.W.) |
| OCN2 |
65.1± 1.1 |
Zarndt |
| Default |
65.1 |
|
| VFI |
61.1979 |
WEKA (T.W.) |
| QDA |
59.5 |
Ster, Dobnikar |
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Copyright(c) 2003 Tomasz Winiarski. All rights reserved.
twin (at) phys.uni.torun.pl
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