mynewforcats(la_corel10,da_corel10,2,20,1000)
ave =
0.9262
0.9268
0.9283
0.9312
0.9323
0.9328
0.9292
0.9308
0.9298
0.9337
0.9340
0.9298
0.9328
0.9307
0.9297
average =
0.9305
stderror =
0.0024
Elapsed time is 9911.350589 seconds.
dog
sum =
2.2420 2.2870 2.3205 2.3325 2.3450 2.3385 2.3465 2.3410 2.3525 2.3435 2.3515 2.3510 2.3615 2.3605 2.3660
ave =
0.7473 0.7623 0.7735 0.7775 0.7817 0.7795 0.7822 0.7803 0.7842 0.7812 0.7838 0.7837 0.7872 0.7868 0.7887
average =
0.7787
stderror =
0.0108
Elapsed time is 10395.892309 seconds.
============================================================
>> RFCorelThis is class 1
example 100 trees: return rate 0.594500
example 200 trees: return rate 0.613500
example 300 trees: return rate 0.624500
example 400 trees: return rate 0.622000
example 500 trees: return rate 0.620500
example 600 trees: return rate 0.626500
example 700 trees: return rate 0.617500
example 800 trees: return rate 0.625500
example 900 trees: return rate 0.627000
example 1000 trees: return rate 0.624000
example 1100 trees: return rate 0.627000
example 1200 trees: return rate 0.619000
example 1300 trees: return rate 0.625500
example 1400 trees: return rate 0.625500
example 1500 trees: return rate 0.623500
retrate =
0.5945 0.6135 0.6245 0.6220 0.6205 0.6265 0.6175 0.6255 0.6270 0.6240 0.6270 0.6190 0.6255 0.6255 0.6235
sum =
0.5945 0.6135 0.6245 0.6220 0.6205 0.6265 0.6175 0.6255 0.6270 0.6240 0.6270 0.6190 0.6255 0.6255 0.6235
example 100 trees: return rate 0.576500
example 200 trees: return rate 0.596500
example 300 trees: return rate 0.607500
example 400 trees: return rate 0.596500
example 500 trees: return rate 0.611500
example 600 trees: return rate 0.610000
example 700 trees: return rate 0.614500
example 800 trees: return rate 0.603500
example 900 trees: return rate 0.614500
example 1000 trees: return rate 0.616000
example 1100 trees: return rate 0.611000
example 1200 trees: return rate 0.611500
example 1300 trees: return rate 0.612500
example 1400 trees: return rate 0.612500
example 1500 trees: return rate 0.616000
retrate =
0.5765 0.5965 0.6075 0.5965 0.6115 0.6100 0.6145 0.6035 0.6145 0.6160 0.6110 0.6115 0.6125 0.6125 0.6160
sum =
1.1710 1.2100 1.2320 1.2185 1.2320 1.2365 1.2320 1.2290 1.2415 1.2400 1.2380 1.2305 1.2380 1.2380 1.2395
example 100 trees: return rate 0.577000
example 200 trees: return rate 0.594000
example 300 trees: return rate 0.589500
example 400 trees: return rate 0.608500
example 500 trees: return rate 0.611000
example 600 trees: return rate 0.608000
example 700 trees: return rate 0.618500
example 800 trees: return rate 0.612000
example 900 trees: return rate 0.616500
example 1000 trees: return rate 0.614000
example 1100 trees: return rate 0.615000
example 1200 trees: return rate 0.616500
example 1300 trees: return rate 0.611000
example 1400 trees: return rate 0.615500
example 1500 trees: return rate 0.613000
retrate =
0.5770 0.5940 0.5895 0.6085 0.6110 0.6080 0.6185 0.6120 0.6165 0.6140 0.6150 0.6165 0.6110 0.6155 0.6130
sum =
1.7480 1.8040 1.8215 1.8270 1.8430 1.8445 1.8505 1.8410 1.8580 1.8540 1.8530 1.8470 1.8490 1.8535 1.8525
ave =
0.5827 0.6013 0.6072 0.6090 0.6143 0.6148 0.6168 0.6137 0.6193 0.6180 0.6177 0.6157 0.6163 0.6178 0.6175
average =
0.6121
stderror =
0.0095
Elapsed time is 10253.388715 seconds.This is class 4
example 100 trees: return rate 0.902500
example 200 trees: return rate 0.910000
example 300 trees: return rate 0.916000
example 400 trees: return rate 0.916000
example 500 trees: return rate 0.907000
example 600 trees: return rate 0.915500
example 700 trees: return rate 0.916000
example 800 trees: return rate 0.921000
example 900 trees: return rate 0.914000
example 1000 trees: return rate 0.913500
example 1100 trees: return rate 0.919000
example 1200 trees: return rate 0.918000
example 1300 trees: return rate 0.924000
example 1400 trees: return rate 0.922000
example 1500 trees: return rate 0.920500
retrate =
0.9025 0.9100 0.9160 0.9160 0.9070 0.9155 0.9160 0.9210 0.9140 0.9135 0.9190 0.9180 0.9240 0.9220 0.9205
sum =
0.9025 0.9100 0.9160 0.9160 0.9070 0.9155 0.9160 0.9210 0.9140 0.9135 0.9190 0.9180 0.9240 0.9220 0.9205
example 100 trees: return rate 0.937000
example 200 trees: return rate 0.943000
example 300 trees: return rate 0.946000
example 400 trees: return rate 0.951500
example 500 trees: return rate 0.949000
example 600 trees: return rate 0.956000
example 700 trees: return rate 0.954500
example 800 trees: return rate 0.952500
example 900 trees: return rate 0.951000
example 1000 trees: return rate 0.950000
example 1100 trees: return rate 0.957000
example 1200 trees: return rate 0.954000
example 1300 trees: return rate 0.950000
example 1400 trees: return rate 0.956500
example 1500 trees: return rate 0.953500
retrate =
0.9370 0.9430 0.9460 0.9515 0.9490 0.9560 0.9545 0.9525 0.9510 0.9500 0.9570 0.9540 0.9500 0.9565 0.9535
sum =
1.8395 1.8530 1.8620 1.8675 1.8560 1.8715 1.8705 1.8735 1.8650 1.8635 1.8760 1.8720 1.8740 1.8785 1.8740
example 100 trees: return rate 0.930500
example 200 trees: return rate 0.937500
example 300 trees: return rate 0.942000
example 400 trees: return rate 0.941000
example 500 trees: return rate 0.950000
example 600 trees: return rate 0.948000
example 700 trees: return rate 0.942000
example 800 trees: return rate 0.944500
example 900 trees: return rate 0.950500
example 1000 trees: return rate 0.947500
example 1100 trees: return rate 0.945000
example 1200 trees: return rate 0.947500
example 1300 trees: return rate 0.948000
example 1400 trees: return rate 0.944500
example 1500 trees: return rate 0.949500
retrate =
0.9305 0.9375 0.9420 0.9410 0.9500 0.9480 0.9420 0.9445 0.9505 0.9475 0.9450 0.9475 0.9480 0.9445 0.9495
sum =
2.7700 2.7905 2.8040 2.8085 2.8060 2.8195 2.8125 2.8180 2.8155 2.8110 2.8210 2.8195 2.8220 2.8230 2.8235
ave =
0.9233 0.9302 0.9347 0.9362 0.9353 0.9398 0.9375 0.9393 0.9385 0.9370 0.9403 0.9398 0.9407 0.9410 0.9412
average =
0.9370
stderror =
0.0048
Elapsed time is 10209.946971 seconds.This is class 6
example 100 trees: return rate 0.853000
example 200 trees: return rate 0.869500
example 300 trees: return rate 0.874000
example 400 trees: return rate 0.878500
example 500 trees: return rate 0.875000
example 600 trees: return rate 0.880500
example 700 trees: return rate 0.879500
example 800 trees: return rate 0.876000
example 900 trees: return rate 0.880000
example 1000 trees: return rate 0.878500
example 1100 trees: return rate 0.874500
example 1200 trees: return rate 0.880500
example 1300 trees: return rate 0.880500
example 1400 trees: return rate 0.877500
example 1500 trees: return rate 0.881000
retrate =
0.8530 0.8695 0.8740 0.8785 0.8750 0.8805 0.8795 0.8760 0.8800 0.8785 0.8745 0.8805 0.8805 0.8775 0.8810
sum =
0.8530 0.8695 0.8740 0.8785 0.8750 0.8805 0.8795 0.8760 0.8800 0.8785 0.8745 0.8805 0.8805 0.8775 0.8810
example 100 trees: return rate 0.833000
example 200 trees: return rate 0.859500
example 300 trees: return rate 0.862000
example 400 trees: return rate 0.855500
example 500 trees: return rate 0.864000
example 600 trees: return rate 0.866500
example 700 trees: return rate 0.869000
example 800 trees: return rate 0.866500
example 900 trees: return rate 0.865500
example 1000 trees: return rate 0.865500
example 1100 trees: return rate 0.870000
example 1200 trees: return rate 0.864500
example 1300 trees: return rate 0.865000
example 1400 trees: return rate 0.867000
example 1500 trees: return rate 0.867500
retrate =
0.8330 0.8595 0.8620 0.8555 0.8640 0.8665 0.8690 0.8665 0.8655 0.8655 0.8700 0.8645 0.8650 0.8670 0.8675
sum =
1.6860 1.7290 1.7360 1.7340 1.7390 1.7470 1.7485 1.7425 1.7455 1.7440 1.7445 1.7450 1.7455 1.7445 1.7485
example 100 trees: return rate 0.866500
example 200 trees: return rate 0.872000
example 300 trees: return rate 0.870500
example 400 trees: return rate 0.882000
example 500 trees: return rate 0.876000
example 600 trees: return rate 0.885000
example 700 trees: return rate 0.886000
example 800 trees: return rate 0.875500
example 900 trees: return rate 0.881000
example 1000 trees: return rate 0.883500
example 1100 trees: return rate 0.881000
example 1200 trees: return rate 0.880500
example 1300 trees: return rate 0.884500
example 1400 trees: return rate 0.882500
example 1500 trees: return rate 0.882000
retrate =
0.8665 0.8720 0.8705 0.8820 0.8760 0.8850 0.8860 0.8755 0.8810 0.8835 0.8810 0.8805 0.8845 0.8825 0.8820
sum =
2.5525 2.6010 2.6065 2.6160 2.6150 2.6320 2.6345 2.6180 2.6265 2.6275 2.6255 2.6255 2.6300 2.6270 2.6305
ave =
0.8508 0.8670 0.8688 0.8720 0.8717 0.8773 0.8782 0.8727 0.8755 0.8758 0.8752 0.8752 0.8767 0.8757 0.8768
average =
0.8726
stderror =
0.0068
Elapsed time is 10287.321622 seconds.This is class 8
example 100 trees: return rate 0.905000
example 200 trees: return rate 0.911000
example 300 trees: return rate 0.914000
example 400 trees: return rate 0.918000
example 500 trees: return rate 0.918500
example 600 trees: return rate 0.917000
example 700 trees: return rate 0.918000
example 800 trees: return rate 0.918500
example 900 trees: return rate 0.918500
example 1000 trees: return rate 0.920000
example 1100 trees: return rate 0.921000
example 1200 trees: return rate 0.920000
example 1300 trees: return rate 0.919500
example 1400 trees: return rate 0.919000
example 1500 trees: return rate 0.919000
retrate =
0.9050 0.9110 0.9140 0.9180 0.9185 0.9170 0.9180 0.9185 0.9185 0.9200 0.9210 0.9200 0.9195 0.9190 0.9190
sum =
0.9050 0.9110 0.9140 0.9180 0.9185 0.9170 0.9180 0.9185 0.9185 0.9200 0.9210 0.9200 0.9195 0.9190 0.9190
example 100 trees: return rate 0.893500
example 200 trees: return rate 0.904500
example 300 trees: return rate 0.900000
example 400 trees: return rate 0.905000
example 500 trees: return rate 0.905000
example 600 trees: return rate 0.901000
example 700 trees: return rate 0.903500
example 800 trees: return rate 0.904500
example 900 trees: return rate 0.903500
example 1000 trees: return rate 0.904500
example 1100 trees: return rate 0.907000
example 1200 trees: return rate 0.907500
example 1300 trees: return rate 0.907500
example 1400 trees: return rate 0.906000
example 1500 trees: return rate 0.908000
retrate =
0.8935 0.9045 0.9000 0.9050 0.9050 0.9010 0.9035 0.9045 0.9035 0.9045 0.9070 0.9075 0.9075 0.9060 0.9080
sum =
1.7985 1.8155 1.8140 1.8230 1.8235 1.8180 1.8215 1.8230 1.8220 1.8245 1.8280 1.8275 1.8270 1.8250 1.8270
example 100 trees: return rate 0.896500
example 200 trees: return rate 0.897000
example 300 trees: return rate 0.902500
example 400 trees: return rate 0.908500
example 500 trees: return rate 0.910500
example 600 trees: return rate 0.907000
example 700 trees: return rate 0.907000
example 800 trees: return rate 0.912000
example 900 trees: return rate 0.910000
example 1000 trees: return rate 0.907500
example 1100 trees: return rate 0.911000
example 1200 trees: return rate 0.911000
example 1300 trees: return rate 0.907500
example 1400 trees: return rate 0.909000
example 1500 trees: return rate 0.909500
retrate =
0.8965 0.8970 0.9025 0.9085 0.9105 0.9070 0.9070 0.9120 0.9100 0.9075 0.9110 0.9110 0.9075 0.9090 0.9095
sum =
2.6950 2.7125 2.7165 2.7315 2.7340 2.7250 2.7285 2.7350 2.7320 2.7320 2.7390 2.7385 2.7345 2.7340 2.7365
ave =
0.8983 0.9042 0.9055 0.9105 0.9113 0.9083 0.9095 0.9117 0.9107 0.9107 0.9130 0.9128 0.9115 0.9113 0.9122
average =
0.9094
stderror =
0.0040
Elapsed time is 10150.352861 seconds.This is class 9
example 100 trees: return rate 0.582500
example 200 trees: return rate 0.596000
example 300 trees: return rate 0.609000
example 400 trees: return rate 0.617500
example 500 trees: return rate 0.615500
example 600 trees: return rate 0.622000
example 700 trees: return rate 0.620000
example 800 trees: return rate 0.622500
example 900 trees: return rate 0.613500
example 1000 trees: return rate 0.610000
example 1100 trees: return rate 0.624000
example 1200 trees: return rate 0.614000
example 1300 trees: return rate 0.615500
example 1400 trees: return rate 0.623500
example 1500 trees: return rate 0.624500
retrate =
0.5825 0.5960 0.6090 0.6175 0.6155 0.6220 0.6200 0.6225 0.6135 0.6100 0.6240 0.6140 0.6155 0.6235 0.6245
sum =
0.5825 0.5960 0.6090 0.6175 0.6155 0.6220 0.6200 0.6225 0.6135 0.6100 0.6240 0.6140 0.6155 0.6235 0.6245
example 100 trees: return rate 0.580000
example 200 trees: return rate 0.575500
example 300 trees: return rate 0.592500
example 400 trees: return rate 0.583500
example 500 trees: return rate 0.578500
example 600 trees: return rate 0.588000
example 700 trees: return rate 0.593000
example 800 trees: return rate 0.592500
example 900 trees: return rate 0.585000
example 1000 trees: return rate 0.591500
example 1100 trees: return rate 0.589000
example 1200 trees: return rate 0.590500
example 1300 trees: return rate 0.588000
example 1400 trees: return rate 0.594500
example 1500 trees: return rate 0.600000
retrate =
0.5800 0.5755 0.5925 0.5835 0.5785 0.5880 0.5930 0.5925 0.5850 0.5915 0.5890 0.5905 0.5880 0.5945 0.6000
sum =
1.1625 1.1715 1.2015 1.2010 1.1940 1.2100 1.2130 1.2150 1.1985 1.2015 1.2130 1.2045 1.2035 1.2180 1.2245
example 100 trees: return rate 0.575500
example 200 trees: return rate 0.595000
example 300 trees: return rate 0.596000
example 400 trees: return rate 0.601000
example 500 trees: return rate 0.607000
example 600 trees: return rate 0.600500
example 700 trees: return rate 0.608000
example 800 trees: return rate 0.607500
example 900 trees: return rate 0.604000
example 1000 trees: return rate 0.603500
example 1100 trees: return rate 0.603500
example 1200 trees: return rate 0.606000
example 1300 trees: return rate 0.608500
example 1400 trees: return rate 0.597000
example 1500 trees: return rate 0.610500
retrate =
0.5755 0.5950 0.5960 0.6010 0.6070 0.6005 0.6080 0.6075 0.6040 0.6035 0.6035 0.6060 0.6085 0.5970 0.6105
sum =
1.7380 1.7665 1.7975 1.8020 1.8010 1.8105 1.8210 1.8225 1.8025 1.8050 1.8165 1.8105 1.8120 1.8150 1.8350
ave =
0.5793 0.5888 0.5992 0.6007 0.6003 0.6035 0.6070 0.6075 0.6008 0.6017 0.6055 0.6035 0.6040 0.6050 0.6117
average =
0.6012
stderror =
0.0079
Elapsed time is 10269.549770 seconds.This is class 10
example 100 trees: return rate 0.665500
example 200 trees: return rate 0.674000
example 300 trees: return rate 0.684000
example 400 trees: return rate 0.689500
example 500 trees: return rate 0.692000
example 600 trees: return rate 0.684500
example 700 trees: return rate 0.682000
example 800 trees: return rate 0.693000
example 900 trees: return rate 0.696000
example 1000 trees: return rate 0.677000
example 1100 trees: return rate 0.698500
example 1200 trees: return rate 0.691500
example 1300 trees: return rate 0.688000
example 1400 trees: return rate 0.693000
example 1500 trees: return rate 0.698000
retrate =
0.6655 0.6740 0.6840 0.6895 0.6920 0.6845 0.6820 0.6930 0.6960 0.6770 0.6985 0.6915 0.6880 0.6930 0.6980
sum =
0.6655 0.6740 0.6840 0.6895 0.6920 0.6845 0.6820 0.6930 0.6960 0.6770 0.6985 0.6915 0.6880 0.6930 0.6980
example 100 trees: return rate 0.650000
example 200 trees: return rate 0.677000
example 300 trees: return rate 0.675000
example 400 trees: return rate 0.680500
example 500 trees: return rate 0.678000
example 600 trees: return rate 0.692000
example 700 trees: return rate 0.681500
example 800 trees: return rate 0.687000
example 900 trees: return rate 0.682000
example 1000 trees: return rate 0.682500
example 1100 trees: return rate 0.687500
example 1200 trees: return rate 0.692000
example 1300 trees: return rate 0.682000
example 1400 trees: return rate 0.687500
example 1500 trees: return rate 0.686000
retrate =
0.6500 0.6770 0.6750 0.6805 0.6780 0.6920 0.6815 0.6870 0.6820 0.6825 0.6875 0.6920 0.6820 0.6875 0.6860
sum =
1.3155 1.3510 1.3590 1.3700 1.3700 1.3765 1.3635 1.3800 1.3780 1.3595 1.3860 1.3835 1.3700 1.3805 1.3840
example 100 trees: return rate 0.638000
example 200 trees: return rate 0.653000
example 300 trees: return rate 0.663000
example 400 trees: return rate 0.679000
example 500 trees: return rate 0.679000
example 600 trees: return rate 0.688000
example 700 trees: return rate 0.682500
example 800 trees: return rate 0.667500
example 900 trees: return rate 0.674000
example 1000 trees: return rate 0.680500
example 1100 trees: return rate 0.673500
example 1200 trees: return rate 0.680000
example 1300 trees: return rate 0.681500
example 1400 trees: return rate 0.681000
example 1500 trees: return rate 0.678500
retrate =
0.6380 0.6530 0.6630 0.6790 0.6790 0.6880 0.6825 0.6675 0.6740 0.6805 0.6735 0.6800 0.6815 0.6810 0.6785
sum =
1.9535 2.0040 2.0220 2.0490 2.0490 2.0645 2.0460 2.0475 2.0520 2.0400 2.0595 2.0635 2.0515 2.0615 2.0625
ave =
0.6512 0.6680 0.6740 0.6830 0.6830 0.6882 0.6820 0.6825 0.6840 0.6800 0.6865 0.6878 0.6838 0.6872 0.6875
average =
0.6806
stderror =
0.0098
Elapsed time is 10093.440792 seconds.