| Decision Tree | ||||||||
| Total Loss | 20.35952034 | 192.7351085 | 192.3863593 | 192.6548085 | 192.6548085 | 20.34683051 | ||
| Bias | 11.75359202 | 190.2749575 | 189.3929514 | 189.6552294 | 189.6552294 | 11.73801808 | ||
| Variance | 8.605928322 | 2.460151 | 2.993407966 | 2.993407966 | 2.999579076 | 8.608812432 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | ||
| Bias-Variance Ratio | 0.732 | 0.013 | 0.016 | 0.016 | 0.016 | 0.733 | ||
| Percent Change from Raw | ~ | 946.658 | 944.945 | 946.264 | 946.264 | 99.938 | ||
| Random Forest | Total Loss | 13.88021356 | 198.0505356 | 196.9833525 | 196.9741881 | 196.9799559 | 13.87697119 | |
| Bias | 12.26761708 | 197.5658196 | 196.3927268 | 196.3792721 | 196.3848908 | 12.2658974 | ||
| Variance | 1.612596483 | 0.484716 | 0.59062578 | 0.59062578 | 0.595065085 | 1.611073788 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | ||
| Bias-Variance Ratio | 0.131 | 0.002 | 0.003 | 0.003 | 0.003 | 0.131 | ||
| Percent Change from Raw | ~ | 1426.855 | 1419.167 | 1419.101 | 1419.142 | 99.977 | ||
| SVM | Total Loss | 64.88569492 | 65.64744407 | 66.1892 | 65.76787458 | 65.50859322 | 64.88569492 | |
| Bias | 64.42644 | 65.51012007 | 65.930896 | 65.32432358 | 65.23181822 | 64.42644 | ||
| Variance | 0.459254915 | 0.137324 | 0.258304 | 0.258304 | 0.276775 | 0.459254915 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.185 | 0.000 | 0.000 | ||
| Bias-Variance Ratio | 0.007 | 0.002 | 0.004 | 0.004 | 0.004 | 0.007 | ||
| Percent Change from Raw | ~ | 101.174 | 102.009 | 101.360 | 100.960 | 100.000 | ||
| Gradient Boosting | Total Loss | 12.87477458 | 165.7410966 | 147.1753051 | 147.0851763 | 147.0084356 | 12.87114746 | |
| Bias | 9.470313237 | 158.7233288 | 138.9423038 | 138.8274936 | 138.7787025 | 9.467715856 | ||
| Variance | 3.404461339 | 7.017767822 | 8.233001305 | 8.233001305 | 8.22973311 | 3.403431602 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | ||
| Bias-Variance Ratio | 0.359 | 0.044 | 0.059 | 0.059 | 0.059 | 0.359 | ||
| Percent Change from Raw | ~ | 1287.332 | 1143.129 | 1142.429 | 1141.833 | 99.972 | ||
| Neural Network | Total Loss | 19.39505593 | 295,027,446.4 | 5,028,226,627 | 10,679,463,722 | 1,330,243,795 | 19.17344576 | |
| Bias | 16.20878464 | 290,183,140.4 | 4,945,080,967 | 10,498,761,102 | 1,271,459,586 | 16.07586747 | ||
| Variance | 3.186271297 | 4,844,306.03 | 83,145,660.64 | 83,145,660.64 | 58,784,209.06 | 3.097578297 | ||
| Noise | 0.000 | 0.000 | 0.000 | 97,556,959.755 | 0.000 | 0.000 | ||
| Bias-Variance Ratio | 0.197 | 0.017 | 0.017 | 0.008 | 0.046 | 0.193 | ||
| Percent Change from Raw | ~ | 1,521,147,695.846 | 25,925,300,988.752 | 55,062,814,767.424 | 6,858,674,704.191 | 98.857 |