A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z | |
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1 | Perfusion Parameter | Model | Patch Radius | Batch Size | Total Number of Examples Trained | Training RMSE | Training RMS STD | Test RMSE | Test RMS STD | Training R^2 Score | Training R^2 STD | Test R^2 Score | Test R^2 STD | C (Regularization) | Epsilon | Epochs | Fit Intercept? | Shuffle? | Loss Function | Warm Start? | Penalty (Regularization) | Alpha | Learning Rate | eta0 | Exponent (inv scaling) | Average |
2 | tmax | PA | 0 | 100 | 7729 | 37.77398056 | 0.007460401 | 40.9990533 | 0.129994584 | 0.128909442 | 0.000344124 | 0.045715943 | 0.006051335 | 0.3 | 29 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | N/A | N/A | N/A | N/A | N/A | N/A |
3 | tmax | PA | 1 | 100 | 7729 | 37.22268372 | 0.023921951 | 40.79431442 | 0.154535546 | 0.15415005 | 0.001087756 | 0.055218999 | 0.007157794 | 0.4 | 27 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | N/A | N/A | N/A | N/A | N/A | N/A |
4 | tmax | PA | 2 | 100 | 7729 | 37.15819542 | 0.005904066 | 40.82948288 | 0.092723279 | 0.157078708 | 0.00026787 | 0.053598003 | 0.004298091 | 0.205 | 32 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | N/A | N/A | N/A | N/A | N/A | N/A |
5 | tmax | PA | 3 | 100 | 7729 | 38.24500804 | 0.070144703 | 41.71424993 | 0.088742587 | 0.107046681 | 0.003275442 | 0.012137515 | 0.004203002 | 0.17 | 48 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | N/A | N/A | N/A | N/A | N/A | N/A |
6 | tmax | PA | 4 | 100 | 7729 | 37.21758955 | 0.013431787 | 41.20372972 | 0.063604625 | 0.154381793 | 0.000610424 | 0.03617154 | 0.002975692 | 0.145 | 43 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | N/A | N/A | N/A | N/A | N/A | N/A |
7 | tmax | PA | 5 | 100 | 7729 | 37.27097474 | 0.011738048 | 41.44826419 | 0.042626531 | 0.151954158 | 0.000534187 | 0.024698691 | 0.002005942 | 0.1 | 42 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | N/A | N/A | N/A | N/A | N/A | N/A |
8 | tmax | PA | 6 | 100 | 7729 | 37.84840226 | 0.044110021 | 41.26793052 | 0.035216113 | 0.125472492 | 0.002038521 | 0.033167255 | 0.001650143 | 0.1 | 45 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | N/A | N/A | N/A | N/A | N/A | N/A |
9 | tmax | linsvr | 0 | N/A | 7729 | 37.51956707 | 41.36059432 | 0.140603815 | 0.028821197 | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | ||||
10 | tmax | linsvr | 1 | N/A | 7729 | 36.91304959 | 41.32831285 | 0.168164144 | 0.030336593 | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | ||||
11 | tmax | linsvr | 2 | N/A | 7729 | 36.32209709 | 41.46331096 | 0.194585184 | 0.023991475 | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | ||||
12 | tmax | linsvr | 3 | N/A | 7729 | 35.73068618 | 41.87130674 | 0.220599827 | 0.004689277 | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | ||||
13 | tmax | linsvr | 4 | N/A | 7729 | 34.93282342 | 42.09511155 | 0.25501906 | -0.005979158 | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | ||||
14 | tmax | linsvr | 5 | N/A | 7729 | 34.1366062 | 42.51187408 | 0.288592452 | -0.025997151 | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | ||||
15 | tmax | linsvr | 6 | N/A | 7729 | 33.12759759 | 42.57823534 | 0.330026433 | -0.029202826 | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | ||||
16 | tmax | SGD | 0 | 100 | 7729 | 68.14474903 | 0.020997951 | 76.52078592 | 0.020727083 | -1.834931819 | 0.001747371 | -2.324179977 | 0.00180109 | N/A | 0.05 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | l2 | 5.00E-05 | invscaling | 0.03 | 0.65 | FALSE |
17 | tmax | SGD | 1 | 100 | 7729 | 51.49533003 | 0.036737635 | 59.53684397 | 0.038232381 | -0.618876418 | 0.002310217 | -1.012321886 | 0.002584901 | N/A | 0.05 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | l2 | 0.00019 | invscaling | 0.08 | 0.4 | FALSE |
18 | tmax | SGD | 2 | 100 | 7729 | 60.75672985 | 0.029414927 | 69.08680257 | 0.028891913 | -1.253547244 | 0.00218235 | -1.709666963 | 0.00226667 | N/A | 0.05 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | l2 | 0.00019 | invscaling | 0.045 | 0.45 | FALSE |
19 | tmax | SGD | 3 | 100 | 7729 | 65.93619842 | 0.021679415 | 74.27423565 | 0.02088298 | -1.654151076 | 0.001745522 | -2.131858056 | 0.001761292 | N/A | 0.05 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | l2 | 0.00019 | invscaling | 0.025 | 0.5 | FALSE |
20 | tmax | SGD | 4 | 100 | 7729 | 68.72622836 | 0.023569112 | 77.06024058 | 0.024823473 | -1.883519263 | 0.001978163 | -2.371214761 | 0.002172308 | N/A | 0.05 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | l2 | 0.00019 | invscaling | 0.025 | 0.7 | FALSE |
21 | tmax | SGD | 5 | 100 | 7729 | 68.54514829 | 0.019364952 | 76.86654237 | 0.020910832 | -1.868344164 | 0.001620884 | -2.354288226 | 0.001825191 | N/A | 0.05 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | l2 | 0.00019 | invscaling | 0.02 | 0.65 | FALSE |
22 | tmax | SGD | 6 | 100 | 7729 | 69.67819581 | 0.018858579 | 78.02402515 | 0.021153517 | -1.963955029 | 0.001604672 | -2.456068868 | 0.001874278 | N/A | 0.05 | 1 | TRUE | TRUE | epsilon_insensitive | FALSE | l2 | 0.00019 | invscaling | 0.015 | 0.95 | FALSE |