brcancer.dat brcancer.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.2963 0.7407 0.7778 0.7778   0.2593 0.2222 -0.0370 0.0222 0.0004938
0.5185 0.8148 0.8889 0.9259   0.1852 0.1111 -0.0741 -0.0148 0.0002195
0.7037 0.8889 0.7407 0.1481   0.1111 0.2593 0.1481 0.2074 0.0430178
0.4815 0.5185 0.5926 0.4444   0.4815 0.4074 -0.0741 -0.0148 0.0002195
0.3333 0.5556 0.5926 0.5926   0.4444 0.4074 -0.0370 0.0222 0.0004938
0.6667 0.8148 0.8148 0.2593   0.1852 0.1852 0.0000 0.0593 0.0035117
0.5926 0.6296 0.6296 0.5185   0.3704 0.3704 0.0000 0.0593 0.0035117
0.5185 0.6296 0.5926 0.6296   0.3704 0.4074 0.0370 0.0963 0.0092730
0.4444 0.3704 0.8889 0.5926   0.6296 0.1111 -0.5185 -0.4593 0.2109191
0.5185 0.7407 0.7778 0.7037   0.2593 0.2222 -0.0370 0.0222 0.0004938
0.5074 0.6704 0.7296 0.5593 66.0214 m   0.3296 0.2704 -0.0593 dm     0.2722 S(di-dm)^
0.0410 0.0504 0.0379 0.0733 4.0614 s=sacc/k       0.0550 sd  
0.0803 0.0989 0.0742 0.1437 7.9603 95% confidence 1.96     0.1226 95% confidence 2.23
census.dat census.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.5300 0.8100 0.7600 0.6600   0.1900 0.2400 0.0500 0.0710 0.0050410
0.4900 0.8000 0.8300 0.5800   0.2000 0.1700 -0.0300 -0.0090 0.0000810
0.6000 0.7800 0.7600 0.7700   0.2200 0.2400 0.0200 0.0410 0.0016810
0.6700 0.7700 0.8000 0.7400   0.2300 0.2000 -0.0300 -0.0090 0.0000810
0.7100 0.7000 0.7500 0.6300   0.3000 0.2500 -0.0500 -0.0290 0.0008410
0.6600 0.7500 0.7900 0.3400   0.2500 0.2100 -0.0400 -0.0190 0.0003610
0.6800 0.6800 0.7500 0.5000   0.3200 0.2500 -0.0700 -0.0490 0.0024010
0.7000 0.7100 0.7600 0.7700   0.2900 0.2400 -0.0500 -0.0290 0.0008410
0.6600 0.7000 0.7500 0.6300   0.3000 0.2500 -0.0500 -0.0290 0.0008410
0.5600 0.7700 0.7300 0.4100   0.2300 0.2700 0.0400 0.0610 0.0037210
0.6260 0.7470 0.7680 0.6030 73.6335 m   0.2530 0.2320 -0.0210 dm     0.0159 S(di-dm)^
0.0241 0.0146 0.0094 0.0468 3.3493 s=sacc/k       0.0133 sd  
0.0473 0.0286 0.0184 0.0917 6.5646 confidence 1.96     0.0296 95% confidence 2.23
credit.dat credit.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.8154 0.9077 0.8615 0.4769   0.0923 0.1385 0.0462 0.0400 0.0016000
0.6462 0.8154 0.8462 0.5692   0.1846 0.1538 -0.0308 -0.0369 0.0013633
0.6615 0.8615 0.8462 0.5692   0.1385 0.1538 0.0154 0.0092 0.0000852
0.6154 0.8154 0.8154 0.6308   0.1846 0.1846 0.0000 -0.0062 0.0000379
0.7231 0.8154 0.8154 0.5077   0.1846 0.1846 0.0000 -0.0062 0.0000379
0.6923 0.8769 0.8308 0.5846   0.1231 0.1692 0.0462 0.0400 0.0016000
0.6154 0.7846 0.7231 0.6615   0.2154 0.2769 0.0615 0.0554 0.0030675
0.4769 0.8000 0.8000 0.5385   0.2000 0.2000 0.0000 -0.0062 0.0000379
0.7538 0.7231 0.8154 0.5846   0.2769 0.1846 -0.0923 -0.0985 0.0096947
0.5692 0.8462 0.8308 0.4615   0.1538 0.1692 0.0154 0.0092 0.0000852
0.6569 0.8246 0.8185 0.5585 80.1834 m   0.1754 0.1815 0.0062 dm     0.0176 S(di-dm)^
0.0305 0.0164 0.0121 0.0201 1.5259 s=sacc/k       0.0140 sd  
0.0598 0.0322 0.0237 0.0395 2.9908 confidence 1.96     0.0312 95% confidence 2.23
diabetes.dat diabetes.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.6842 0.7105 0.6974 0.6184   0.2895 0.3026 0.0132 0.0434 0.0018854
0.6316 0.7237 0.8158 0.5789   0.2763 0.1842 -0.0921 -0.0618 0.0038244
0.3947 0.7105 0.7105 0.4605   0.2895 0.2895 0.0000 0.0303 0.0009159
0.4211 0.7237 0.7632 0.3816   0.2763 0.2368 -0.0395 -0.0092 0.0000848
0.6711 0.6842 0.7368 0.7500   0.3158 0.2632 -0.0526 -0.0224 0.0005003
0.7763 0.7500 0.7237 0.6842   0.2500 0.2763 0.0263 0.0566 0.0032012
0.6053 0.7500 0.7632 0.3816   0.2500 0.2368 -0.0132 0.0171 0.0002926
0.5526 0.6974 0.8289 0.6447   0.3026 0.1711 -0.1316 -0.1013 0.0102649
0.7237 0.8026 0.7763 0.7237   0.1974 0.2237 0.0263 0.0566 0.0032012
0.5921 0.7237 0.7632 0.4211   0.2763 0.2368 -0.0395 -0.0092 0.0000848
0.6053 0.7276 0.7579 0.5645 56.3671 m   0.2724 0.2421 -0.0303 dm     0.0243 S(di-dm)^
0.0388 0.0106 0.0135 0.0450 4.5369 s=sacc/k       0.0164 sd  
0.0761 0.0207 0.0264 0.0881 8.8923 confidence 1.96     0.0366 95% confidence 2.23
glass.dat glass.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.7143 0.6667 0.6190 0.3810   0.3333 0.3810 0.0476 0.0238 0.0005669
0.6190 0.8571 0.4286 0.4762   0.1429 0.5714 0.4286 0.4048 0.1638322
0.7143 0.5238 0.5238 0.6190   0.4762 0.4762 0.0000 -0.0238 0.0005669
0.7143 0.8095 0.4762 0.4762   0.1905 0.5238 0.3333 0.3095 0.0958050
0.3810 0.6667 0.8571 0.6667   0.3333 0.1429 -0.1905 -0.2143 0.0459184
0.6190 0.6667 0.6667 0.3333   0.3333 0.3333 0.0000 -0.0238 0.0005669
0.5238 0.5714 0.5714 0.5238   0.4286 0.4286 0.0000 -0.0238 0.0005669
0.4762 0.5714 0.7619 0.4762   0.4286 0.2381 -0.1905 -0.2143 0.0459184
0.5238 0.5238 0.6190 0.5238   0.4762 0.3810 -0.0952 -0.1190 0.0141723
0.3810 0.6190 0.7143 0.7143   0.3810 0.2857 -0.0952 -0.1190 0.0141723
0.5667 0.6476 0.6238 0.5190 64.3055 m   0.3524 0.3762 0.0238 dm     0.3821 S(di-dm)^
0.0411 0.0356 0.0417 0.0379 4.9017 s=sacc/k       0.0652 sd  
0.0805 0.0698 0.0817 0.0742 9.6073 confidence 1.96     0.1453 95% confidence 2.23
heart.dat heart.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.5862 0.8276 0.7586 0.4828   0.1724 0.2414 0.0690 0.0103 0.0001070
0.6552 0.8966 0.7586 0.4483   0.1034 0.2414 0.1379 0.0793 0.0062901
0.7586 0.8276 0.8621 0.6552   0.1724 0.1379 -0.0345 -0.0931 0.0086683
0.4138 0.7241 0.6552 0.4828   0.2759 0.3448 0.0690 0.0103 0.0001070
0.8276 0.8621 0.6552 0.5172   0.1379 0.3448 0.2069 0.1483 0.0219857
0.5172 0.6207 0.7586 0.5517   0.3793 0.2414 -0.1379 -0.1966 0.0386326
0.7586 0.7586 0.7241 0.6552   0.2414 0.2759 0.0345 -0.0241 0.0005826
0.7241 0.8276 0.6897 0.7586   0.1724 0.3103 0.1379 0.0793 0.0062901
0.3793 0.8276 0.6897 0.3103   0.1724 0.3103 0.1379 0.0793 0.0062901
0.3448 0.7931 0.8276 0.5862   0.2069 0.1724 -0.0345 -0.0931 0.0086683
0.5966 0.7966 0.7379 0.5448 59.3938 m   0.2034 0.2621 0.0586 dm     0.0976 S(di-dm)^
0.0554 0.0249 0.0219 0.0401 7.4653 s=sacc/k       0.0329 sd  
0.1085 0.0488 0.0430 0.0786 14.6320 confidence 1.96     0.0734 95% confidence 2.23
iris.dat iris.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.9333 1.0000 1.0000 0.6667   0.0000 0.0000 0.0000 -0.1067 0.0113778
1.0000 0.9333 0.8000 0.2667   0.0667 0.2000 0.1333 0.0267 0.0007111
0.8000 1.0000 1.0000 0.4667   0.0000 0.0000 0.0000 -0.1067 0.0113778
0.9333 1.0000 0.8000 0.4667   0.0000 0.2000 0.2000 0.0933 0.0087111
0.8000 1.0000 0.8667 0.3333   0.0000 0.1333 0.1333 0.0267 0.0007111
0.8000 1.0000 0.8667 0.8667   0.0000 0.1333 0.1333 0.0267 0.0007111
0.8667 0.9333 0.9333 0.5333   0.0667 0.0667 0.0000 -0.1067 0.0113778
0.8000 1.0000 0.8000 0.6000   0.0000 0.2000 0.2000 0.0933 0.0087111
0.9333 1.0000 0.7333 0.6000   0.0000 0.2667 0.2667 0.1600 0.0256000
1.0000 1.0000 1.0000 0.6667   0.0000 0.0000 0.0000 -0.1067 0.0113778
0.8867 0.9867 0.8800 0.5467 94.2000 m   0.0133 0.1200 0.1067 dm     0.0907 S(di-dm)^
0.0264 0.0089 0.0311 0.0552 4.3665 s=sacc/k       0.0317 sd  
0.0517 0.0174 0.0610 0.1081 8.5583 confidence 1.96     0.0708 95% confidence 2.23
promoters.dat promoters.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.4000 0.7000 0.4000 0.4000   0.3000 0.6000 0.3000 0.2500 0.0625000
0.9000 0.9000 0.9000 0.4000   0.1000 0.1000 0.0000 -0.0500 0.0025000
0.8000 0.6000 0.8000 0.1000   0.4000 0.2000 -0.2000 -0.2500 0.0625000
0.6000 0.8000 0.9000 0.5000   0.2000 0.1000 -0.1000 -0.1500 0.0225000
0.5000 0.8000 0.6000 0.4000   0.2000 0.4000 0.2000 0.1500 0.0225000
0.7000 0.7000 0.5000 0.7000   0.3000 0.5000 0.2000 0.1500 0.0225000
0.4000 0.7000 0.9000 0.1000   0.3000 0.1000 -0.2000 -0.2500 0.0625000
0.3000 0.6000 0.6000 0.3000   0.4000 0.4000 0.0000 -0.0500 0.0025000
0.4000 0.8000 0.6000 0.6000   0.2000 0.4000 0.2000 0.1500 0.0225000
0.9000 0.6000 0.5000 0.2000   0.4000 0.5000 0.1000 0.0500 0.0025000
0.5900 0.7200 0.6700 0.3700 76.9444 m   0.2800 0.3300 0.0500 dm     0.2850 S(di-dm)^
0.0706 0.0327 0.0597 0.0633 4.3528 s=sacc/k       0.0563 sd  
0.1384 0.0640 0.1171 0.1241 8.5315 confidence 1.96     0.1255 95% confidence 2.23
rotate.dat rotate.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.8700 0.8800 0.8800 0.5600   0.1200 0.1200 0.0000 0.0060 0.0000360
0.8800 0.8700 0.8900 0.7700   0.1300 0.1100 -0.0200 -0.0140 0.0001960
0.6400 0.8900 0.8700 0.1300   0.1100 0.1300 0.0200 0.0260 0.0006760
0.8000 0.8700 0.8600 0.7600   0.1300 0.1400 0.0100 0.0160 0.0002560
0.7900 0.9100 0.8900 0.7900   0.0900 0.1100 0.0200 0.0260 0.0006760
0.4300 0.7900 0.7400 0.8300   0.2100 0.2600 0.0500 0.0560 0.0031360
0.8800 0.8400 0.9100 0.0800   0.1600 0.0900 -0.0700 -0.0640 0.0040960
0.8800 0.9100 0.9000 0.7900   0.0900 0.1000 0.0100 0.0160 0.0002560
0.6200 0.9000 0.9300 0.0300   0.1000 0.0700 -0.0300 -0.0240 0.0005760
0.7000 0.8000 0.8500 0.8000   0.2000 0.1500 -0.0500 -0.0440 0.0019360
0.7490 0.8660 0.8720 0.5540 86.1260 m   0.1340 0.1280 -0.0060 dm     0.0118 S(di-dm)^
0.0475 0.0136 0.0165 0.1063 1.4901 s=sacc/k       0.0115 sd  
0.0931 0.0267 0.0322 0.2083 2.9206 confidence 1.96     0.0256 95% confidence 2.23
voting.dat voting.dat k= 10
Perceptron MultiLayer D-Tree Perceptron MultiLayer d
STOCHASTIC NON-STOCHASTIC STOCHASTIC NON-STOCHASTIC Pruning NON-STOCHASTIC STOCHASTIC   (di-dm) (di-dm)^
0.9070 0.8837 0.9302 0.6047   0.1163 0.0698 -0.0465 -0.0512 0.0026176
0.2326 0.9302 1.0000 0.6744   0.0698 0.0000 -0.0698 -0.0744 0.0055381
0.6512 0.9767 0.9767 0.6047   0.0233 0.0233 0.0000 -0.0047 0.0000216
0.7674 0.8605 0.8605 0.7442   0.1395 0.1395 0.0000 -0.0047 0.0000216
0.8605 0.9302 0.8605 0.5349   0.0698 0.1395 0.0698 0.0651 0.0042401
0.5814 0.9302 0.9302 0.1860   0.0698 0.0698 0.0000 -0.0047 0.0000216
0.8372 0.8837 0.9070 0.5581   0.1163 0.0930 -0.0233 -0.0279 0.0007788
0.9535 0.8837 0.8605 0.4186   0.1163 0.1395 0.0233 0.0186 0.0003461
0.8140 0.9535 0.8837 0.7209   0.0465 0.1163 0.0698 0.0651 0.0042401
0.7442 0.9070 0.8837 0.0930   0.0930 0.1163 0.0233 0.0186 0.0003461
0.7349 0.9140 0.9093 0.5140 93.6551 m   0.0860 0.0907 0.0047 dm     0.0182 S(di-dm)^
0.0662 0.0115 0.0157 0.0695 1.9722 s=sacc/k       0.0142 sd  
0.1297 0.0226 0.0307 0.1361 3.8655 confidence 1.96     0.0317 95% confidence 2.23