HamNN Classification Results with Publicly Available Datasets
These datasets are included in the VhamNN and HamNN repositories on GitHub.
It should be noted that the formula for balanced accuracy is different for binary classification problems and multiclass classification.
| Filename | classes | discrete attibutes | continuous attributes | total instances | missing values (%) | best balanced accuracy | % of instances removed by purging | command line |
|---|---|---|---|---|---|---|---|---|
| anneal.arff | 5 | 25 | 6 | 898 | 63.3 | 97.09 | 65.23 | ./vhamnn cross -s -e -c -p -a 7 -b 14,14 -w -u datasets/UCI/anneal.arff |
| balance-scale.arff | 3 | 4 | 625 | 0 | 67.65 | 0 | ./vhamnn cross -s -e -c -p -a 4 -w datasets/UCI/balance-scale.arff | |
| breast-cancer-wisconsin-disc.tab | 2 | 9 | 699 | 0.21 | 95.77 | ./vhamnn cross -s -e -c -a 9 -w datasets/breast-cancer-wisconsin-disc.tab | ||
| 95.57 | 30.03 | ./vhamnn cross -s -e -c -p -a 9 -w datasets/breast-cancer-wisconsin-disc.tab | ||||||
| contact-lenses.arff | 3 | 4 | 24 | 0 | 93.33 | 61.41 | ./vhamnn cross -s -e -c -p -a 2 -w datasets/contact-lenses.arff | |
| credit-g.arff | 2 | 3 | 17 | 1000 | 61.92 | ./vhamnn cross -s -e -c -a 3 -b 7,7 -u -w datasets/UCI/credit-g.arff | ||
| credit-g.arff | 63.50 | ./vhamnn cross -s -e -c -a 3 -b 7,7 -u datasets/UCI/credit-g.arff | ||||||
| credit-g.arff | 57.27 | 71.52 | ./vhamnn cross -s -e -c -a 3 -b 7,7 -u -p datasets/UCI/credit-g.arff | |||||
| credit-g.arff | 61.67 | 71.52 | ./vhamnn cross -s -e -c -a 3 -b 7,7 -u -w -p datasets/UCI/credit-g.arff | |||||
| diabetes.arff | 2 | 8 | 78.71 | ./vhamnn cross -s -e -c -a 3 -b 2,6 -u datasets/UCI/diabetes.arff | ||||
| 73.93 | 74.70 | ./vhamnn cross -s -e -c -a 3 -b 2,6 -u -p datasets/UCI/diabetes.arff | ||||||
| ESL.arff | 9 | 4 | 488 | 47.99 | ./vhamnn cross -s -e -c -a 4 -w datasets/ESL.arff | |||
| 42.88 | 38.49 | ./vhamnn cross -s -e -c -a 4 -w -p datasets/ESL.arff | ||||||
| glass.arff | 6 | 9 | 214 | 75.91 | ./vhamnn cross -s -e -c -a 8 -b 12,12 -u -w datasets/UCI/glass.arff | |||
| 73.27 | 20.47 | ./vhamnn cross -s -e -c -a 8 -b 12,12 -u -w -p datasets/UCI/glass.arff | ||||||
| heart-statlog.argg | 2 | 8 | 5 | 270 | 85.70 | ./vhamnn cross -s -e -c -a 3 -b 2,2 -u datasets/UCI/heart-statlog.arff | ||
| 82.67 | 65.58 | ./vhamnn cross -s -e -c -a 3 -b 2,2 -u -p datasets/UCI/heart-statlog.arff | ||||||
| ionosphere.arff | 2 | 2 | 32 | 351 | 0 | 94.27 | ./vhamnn cross -s -e -c -a 22 -b 2,15 -u -w datasets/UCI/ionosphere.arff | |
| 94.27 | 0.31 | ./vhamnn cross -s -e -c -a 22 -b 2,15 -u -w -p datasets/UCI/ionosphere.arff | ||||||
| iris.arff | 3 | 4 | 150 | 98.00 | ./vhamnn cross -s -e -c -a 2 -b 3,3 -u datasets/UCI/iris.arff | |||
| 98.00 | 91.99 | ./vhamnn cross -s -e -c -a 2 -b 3,3 -u -p datasets/UCI/iris.arff | ||||||
| kr-vs-kp.arff | 2 | 36 | 3196 | 0 | 91.34 | ./vhamnn cross -s -e -c -a 3 -w datasets/UCI/kr-vs-kp.arff | ||
| 96.08 | 75.21 | ./vhamnn cross -s -e -c -a 12 -w -p datasets/UCI/kr-vs-kp.arff | ||||||
| letter.arff | 26 | 16 | 20000 | 0 | 91.84 | ./vhamnn cross -s -e -c -a 12 -b 2,13 -u -f 10 -r 10 datasets/UCI/letter.arff | ||
| 92.03 | 18.93 | ./vhamnn cross -s -e -c -a 12 -b 2,13 -u -f 10 -r 10 -p datasets/UCI/letter.arff | ||||||
| letter-train.arff & letter-test.arff | 26 | 16 | 16000 train, 4000 test | 91.55 | ./vhamnn verify -s -e -c -a 12 -b 2,13 -u -t datasets/UCI/letter-test.arff datasets/UCI/letter-train.arff | |||
| 91.58 | 18.15 | ./vhamnn verify -s -e -c -a 12 -b 2,13 -u -p -t datasets/UCI/letter-test.arff datasets/UCI/letter-train.arff | ||||||
| lymph.arff | 4 | 18 | 148 | 72.62 | ./vhamnn cross -s -e -c -a 1 -w datasets/UCI/lymph.arff | |||
| 72.00 | 80.42 | ./vhamnn cross -s -e -c -a 1 -w -p datasets/UCI/lymph.arff | ||||||
| prostata.tab | 2 | 12533 | 102 | 94.33 | ./vhamnn cross -s -e -c -a 3 -b 6,6 -u -w datasets/prostata.tab | |||
| 95.21 | 52.75 | ./vhamnn cross -s -e -c -a 3 -b 6,6 -u -w -p datasets/prostata.tab | ||||||
| segment.arff | 7 | 1 | 18 | 2310 | 0 | 96.49 | ./vhamnn cross -s -e -c -a 14 -b 13,13 -u -w datasets/UCI/segment.arff | |
| 96.58 | 20.04 | ./vhamnn cross -s -e -c -a 14 -b 13,13 -u -w -p datasets/UCI/segment.arff | ||||||
| sonar.arff | 2 | 60 | 208 | 88.64 | ./vhamnn cross -s -e -c -a 59 -b 4,4 -u datasets/UCI/sonar.arff | |||
| soybean-large-all.tab | 19 | 35 | 683 | 9.50 | 96.84 | ./vhamnn cross -s -e -c -a 24 -w datasets/soybean-large-all.tab | ||
| 97.01 | 32.63 | ./vhamnn cross -s -e -c -a 24 -w -p datasets/soybean-large-all.tab | ||||||
| splice.arff | 3 | 61 | 3190 | 91.05 | ./vhamnn cross -s -e -c -a 9 datasets/UCI/splice.arff | |||
| 91.07 | 0.75 | ./vhamnn cross -s -e -c -a 9 -p datasets/UCI/splice.arff | ||||||
| vehicle.arff | 4 | 18 | 846 | 70.18 | ./vhamnn cross -s -e -c -a 10 -b 18,18 -u datasets/UCI/vehicle.arff | |||
| 70.65 | 2.01 | ./vhamnn cross -s -e -c -a 10 -b 18,18 -u -p datasets/UCI/vehicle.arff | ||||||
| waveform-5000.arff | 3 | 40 | 5000 | 77.96 | ./vhamnn cross -s -e -c -f 10 -r 100 -a 15 -b 2,6 -u datasets/UCI/waveform-5000.arff | |||
| 78.06 | 3.48 | ./vhamnn cross -s -e -c -f 10 -r 100 -a 15 -b 2,6 -u -p datasets/UCI/waveform-5000.arff | ||||||
| wine.tab | 3 | 13 | 178 | 97.65 | 1.12 | ./vhamnn cross -s -e -c -a 12 -b 2,5 -u datasets/wine.tab | ||
| zoo.arff | 7 | 17 | 95.71 | ./vhamnn cross -s -e -c -a 13 -w datasets/UCI/zoo.arff | ||||
| 95.71 | 0.98 | ./vhamnn cross -s -e -c -a 13 -p -w datasets/UCI/zoo.arff |