A B C D E F G
1 perfusion parameter model patchsize training rms error verification rms error training r^2 error verification r^2 error
2 rbf linreg 1x1 58.25244635 104.0131597 0.504268214 -0.38627578
3 rbf linsvr 1x1 67.02753845 94.94926633 0.343665897 -0.155197615
4 rbf rbfsvr 1x1 80.68827803 103.7764789 0.048871217 -0.379974049
5 rbf linkridge 1x1 85.37084225 124.7040181 -0.064725271 -0.992663433
6 rbf rbfkridge 1x1 63.93859091 90.36805867 0.402765962 -0.046412605
7 rbf tree 1x1 4.70E-06 96.00926179 1 -0.181134399
8 rbf linreg 3x3 55.0295623 105.8505365 0.557604657 -0.435685069
9 rbf linsvr 3x3 65.87197168 95.44730075 0.366101454 -0.167348042
10 rbf rbfsvr 3x3 81.33179773 104.4933326 0.033639492 -0.399104706
11 rbf linkridge 3x3 80.77029612 125.5612472 0.046936626 -1.020153167
12 rbf rbfkridge 3x3 66.70097038 90.98100171 0.350045831 -0.060655834
13 rbf tree 3x3 5.94E-15 99.35725194 1 -0.264946621
14 rbf linreg 5x5 51.30342357 112.0172469 0.615486914 -0.607840063
15 rbf linsvr 5x5 65.25773918 95.90700782 0.37786809 -0.178619821
16 rbf rbfsvr 5x5 81.94009901 104.7989519 0.01913012 -0.407300804
17 rbf linkridge 5x5 76.17603203 128.0609682 0.152274742 -1.101389795
18 rbf rbfkridge 5x5 70.66266993 93.16988798 0.270544983 -0.112305805
19 rbf tree 5x5 8.72E-15 102.4874393 1 -0.345904798
20 rbf linreg 7x7 45.17694211 120.7360217 0.701838137 -0.867870573
21 rbf linsvr 7x7 64.33120593 95.98595255 0.395408809 -0.180560954
22 rbf rbfsvr 7x7 82.26324202 104.9500454 0.011378452 -0.411361671
23 rbf linkridge 7x7 69.29518932 129.7597266 0.298504966 -1.157510413
24 rbf rbfkridge 7x7 73.31072521 94.83033356 0.214848506 -0.152305443
25 rbf tree 7x7 5.41E-06 99.36230545 1 -0.2650753
26 rbf linreg 9x9 36.71969159 143.7735305 0.803022564 -1.648688779
27 rbf linsvr 9x9 63.24257761 95.95013105 0.415697756 -0.179679959
28 rbf rbfsvr 9x9 82.45000838 104.9993055 0.006884322 -0.412686875
29 rbf linkridge 9x9 62.42589605 133.049218 0.430691066 -1.268285462
30 rbf rbfkridge 9x9 74.94493241 95.95546443 0.179453921 -0.179811107
31 rbf tree 9x9 4.31E-06 102.1510968 1 -0.337085334
32 rbf linreg 11x11 25.93114179 204.0069649 0.901766027 -4.332895165
33 rbf linsvr 11x11 62.12090138 96.07045664 0.43624043 -0.182640553
34 rbf rbfsvr 11x11 82.56610062 105.0390433 0.004085676 -0.41375636
35 rbf linkridge 11x11 55.77230242 136.3343913 0.545581947 -1.38168271
36 rbf rbfkridge 11x11 76.02847808 96.80928963 0.155555671 -0.200900771
37 rbf tree 11x11 4.31E-06 103.445352 1 -0.371181738
38 rbf linreg 13x13 5.824612174 1087.097458 0.995043759 -150.4293357
39 rbf linsvr 13x13 60.86553408 96.0168027 0.458795618 -0.181319947
40 rbf rbfsvr 13x13 82.64799736 105.1065899 0.002109015 -0.415575212
41 rbf linkridge 13x13 48.83566487 139.1526415 0.651588373 -1.481166832
42 rbf rbfkridge 13x13 76.80493864 97.43723592 0.138219381 -0.216530405
43 rbf tree 13x13 4.31E-06 100.2864142 1 -0.288716127
44 rbv linreg 1x1 7.995838258 10.66086542 0.538343463 0.268368084
45 rbv linsvr 1x1 8.660433794 9.888171977 0.458410445 0.370581154
46 rbv rbfsvr 1x1 9.17734963 11.19210542 0.39182923 0.193635677
47 rbv linkridge 1x1 11.01868357 14.7559034 0.123301202 -0.401649179
48 rbv rbfkridge 1x1 8.472153105 9.806535417 0.481703138 0.380931192
49 rbv tree 1x1 7.29E-06 11.81739502 1 0.101017524
50 rbv linreg 3x3 7.610009926 10.99125986 0.581821756 0.222316881
51 rbv linsvr 3x3 8.350401654 10.07185949 0.49649276 0.346979166
52 rbv rbfsvr 3x3 9.823078419 12.2869703 0.303235187 0.028154256
53 rbv linkridge 3x3 10.53226774 15.05806869 0.198995843 -0.459641721
54 rbv rbfkridge 3x3 8.59457277 10.37281656 0.466616503 0.307370291
55 rbv tree 3x3 7.12E-06 11.84922254 1 0.096168586
56 rbv linreg 5x5 7.120258664 11.69109514 0.633914498 0.120130812
57 rbv linsvr 5x5 8.129410383 10.24008829 0.522790496 0.324982359
58 rbv rbfsvr 5x5 10.17807797 12.65961363 0.251963937 -0.031688579
59 rbv linkridge 5x5 9.942982961 15.65151526 0.286121375 -0.576959349
60 rbv rbfkridge 5x5 8.987481361 10.96976904 0.416733553 0.22535506
61 rbv tree 5x5 8.91E-06 12.39479237 1 0.011022906
62 rbv linreg 7x7 6.314828812 13.32235241 0.712051943 -0.142535113
63 rbv linsvr 7x7 7.777140796 10.45794178 0.563252014 0.295955419
64 rbv rbfsvr 7x7 10.40420195 12.84324548 0.218356833 -0.061835613
65 rbv linkridge 7x7 8.956780039 16.39130947 0.420711635 -0.729557559
66 rbv rbfkridge 7x7 9.306732282 11.3883781 0.37456032 0.16510574
67 rbv tree 7x7 9.81E-06 12.24336499 1 0.035039996
68 rbv linreg 9x9 5.334650342 15.88277877 0.794504221 -0.62390528
69 rbv linsvr 9x9 7.439569759 10.59806997 0.600343732 0.27696173
70 rbv rbfsvr 9x9 10.56704167 12.89407029 0.193697831 -0.070256285
71 rbv linkridge 9x9 7.921502222 17.05554757 0.546887456 -0.872574281
72 rbv rbfkridge 9x9 9.544964031 11.68096565 0.34213076 0.121654837
73 rbv tree 9x9 1.25E-05 12.29219736 1 0.027327204
74 rbv linreg 11x11 3.964842271 21.36256462 0.886487728 -1.93774773
75 rbv linsvr 11x11 7.038345171 10.88910108 0.642289152 0.236706123
76 rbv rbfsvr 11x11 10.7143278 12.97136213 0.171064295 -0.083125769
77 rbv linkridge 11x11 6.773858116 17.82398808 0.668668154 -1.045113833
78 rbv rbfkridge 11x11 9.725209225 11.88768794 0.317050023 0.090290956
79 rbv tree 11x11 1.28E-05 12.60492336 1 -0.022793923
80 rbv linreg 13x13 1.743615646 50.10437398 0.978047069 -15.16065656
81 rbv linsvr 13x13 6.557231443 11.10265998 0.689521155 0.206472833
82 rbv rbfsvr 13x13 10.84067436 13.01459609 0.151398908 -0.090357986
83 rbv linkridge 13x13 5.669165949 18.41894893 0.767924482 -1.18392343
84 rbv rbfkridge 13x13 9.863204792 12.04470744 0.29753112 0.06610031
85 rbv tree 13x13 1.04E-05 12.48612649 1 -0.003605841
86 mtt linreg 1x1 15.4950256 18.38464274 0.204468844 -0.167150093
87 mtt linsvr 1x1 16.11738053 18.30552785 0.13928075 -0.15712648
88 mtt rbfsvr 1x1 16.99201907 17.32107254 0.043329086 -0.036014611
89 mtt linkridge 1x1 18.1720461 17.44161734 -0.094158546 -0.050484932
90 mtt rbfkridge 1x1 16.25679381 17.79907255 0.124326128 -0.093984241
91 mtt tree 1x1 5.10E-06 18.64780589 1 -0.200803096
92 mtt linreg 3x3 14.91684997 18.17481993 0.262729529 -0.140660894
93 mtt linsvr 3x3 15.8960367 17.86532318 0.162759342 -0.10214332
94 mtt rbfsvr 3x3 17.21692678 17.03204509 0.017836339 -0.001728236
95 mtt linkridge 3x3 17.60189962 17.38668262 -0.026577347 -0.043878066
96 mtt rbfkridge 3x3 16.38468373 17.10545731 0.110494328 -0.010382227
97 mtt tree 3x3 5.95E-06 19.80761265 1 -0.354816847
98 mtt linreg 5x5 14.03252158 19.91049565 0.347554809 -0.368927545
99 mtt linsvr 5x5 15.69485612 17.98679976 0.183817509 -0.117182487
100 mtt rbfsvr 5x5 17.29037775 17.01278086 0.009438236 0.000536508
101 mtt linkridge 5x5 16.87097867 18.03487489 0.056909979 -0.12316248
102 mtt rbfkridge 5x5 16.61455491 16.89501498 0.08536036 0.01432559
103 mtt tree 5x5 5.57E-07 19.86463519 1 -0.362628621
104 mtt linreg 7x7 12.72244446 23.76112227 0.463692681 -0.949621105
105 mtt linsvr 7x7 15.39178164 18.07906259 0.215034836 -0.128673
106 mtt rbfsvr 7x7 17.31927755 17.01391915 0.006124143 0.000402759
107 mtt linkridge 7x7 15.91181017 18.87711088 0.161096948 -0.230516306
108 mtt rbfkridge 7x7 16.79177003 16.85171459 0.065744739 0.019371504
109 mtt tree 7x7 5.83E-06 20.16628548 1 -0.404326662
110 mtt linreg 9x9 11.0720596 31.57899116 0.593809814 -2.443600979
111 mtt linsvr 9x9 15.06920848 18.24928548 0.24759187 -0.150027033
112 mtt rbfsvr 9x9 17.33259412 17.01626266 0.004595199 0.00012737
113 mtt linkridge 9x9 14.87341838 20.05542284 0.267016521 -0.388928742
114 mtt rbfkridge 9x9 16.91276185 16.86232563 0.052232824 0.018136168
115 mtt tree 9x9 2.05E-06 19.77530815 1 -0.350401273
116 mtt linreg 11x11 8.709942974 53.53131868 0.748635918 -8.895373766
117 mtt linsvr 11x11 14.67048959 18.26818989 0.286881322 -0.152410891
118 mtt rbfsvr 11x11 17.33993908 17.02016258 0.003751383 -0.000331
119 mtt linkridge 11x11 13.70951583 21.0046224 0.377245562 -0.523512692
120 mtt rbfkridge 11x11 16.99324308 16.88693871 0.043191254 0.015267722
121 mtt tree 11x11 2.05E-06 20.32635133 1 -0.426708258
122 mtt linreg 13x13 5.231878605 114.3915619 0.909304046 -44.18604175
123 mtt linsvr 13x13 14.17951561 18.68203676 0.333814176 -0.205215655
124 mtt rbfsvr 13x13 17.34431752 17.02216 0.003248202 -0.000565804
125 mtt linkridge 13x13 12.50516761 22.47263932 0.481854619 -0.743911664
126 mtt rbfkridge 13x13 17.04881516 16.91148646 0.036923022 0.012402723
127 mtt tree 13x13 5.18E-06 20.08476742 1 -0.392996206
128 ttp linreg 1x1 34.93860338 53.50815015 0.15293425 -0.750148244
129 ttp linsvr 1x1 36.47836568 42.83686698 0.07662782 -0.121683578
130 ttp rbfsvr 1x1 37.72871616 41.58785231 0.012243048 -0.057226276
131 ttp linkridge 1x1 43.97103383 54.85451417 -0.341650491 -0.839330229
132 ttp rbfkridge 1x1 36.20096398 41.62456008 0.090618089 -0.059093434
133 ttp tree 1x1 2.88E-06 51.79347219 1 -0.63977785
134 ttp linreg 3x3 33.93995704 53.89772282 0.200665391 -0.775725354
135 ttp linsvr 3x3 36.40143936 42.75830451 0.080518165 -0.117573034
136 ttp rbfsvr 3x3 37.78917692 41.51780917 0.009074725 -0.053668069
137 ttp linkridge 3x3 42.95569461 54.72184399 -0.280405505 -0.830443844
138 ttp rbfkridge 3x3 36.55850778 40.76517094 0.07256611 -0.015812372
139 ttp tree 3x3 4.49E-06 51.02034968 1 -0.591189206
140 ttp linreg 5x5 32.11804856 56.70665831 0.284179155 -0.965635889
141 ttp linsvr 5x5 36.03484206 42.80496082 0.09894503 -0.120013275
142 ttp rbfsvr 5x5 37.84429093 41.53643349 0.006182167 -0.054613603
143 ttp linkridge 5x5 41.2705496 55.3206488 -0.181915819 -0.870723027
144 ttp rbfkridge 5x5 36.78978931 40.70486007 0.060794468 -0.012808867
145 ttp tree 5x5 6.11E-06 49.92248222 1 -0.52344684
146 ttp linreg 7x7 29.1032341 61.48784501 0.412255538 -1.311072167
147 ttp linsvr 7x7 35.56845952 43.07616149 0.122117983 -0.134250437
148 ttp rbfsvr 7x7 37.87826274 41.55073862 0.004397118 -0.055340146
149 ttp linkridge 7x7 38.63662285 57.06288133 -0.035867858 -0.990409137
150 ttp rbfkridge 7x7 36.94550126 40.76280565 0.052827311 -0.015694496
151 ttp tree 7x7 4.16E-06 50.58516536 1 -0.564160486
152 ttp linreg 9x9 24.81241301 73.76548436 0.572787409 -2.326146389
153 ttp linsvr 9x9 34.87450763 43.64015948 0.156039326 -0.164146456
154 ttp rbfsvr 9x9 37.90286165 41.56476907 0.003103569 -0.05605298
155 ttp linkridge 9x9 35.32720589 59.51781248 0.133986585 -1.165353887
156 ttp rbfkridge 9x9 37.02726324 40.84526853 0.048630405 -0.019808139
157 ttp tree 9x9 5.01E-06 50.02195315 1 -0.529523848
158 ttp linreg 11x11 19.35415276 109.0188977 0.740071219 -6.26504879
159 ttp linsvr 11x11 34.13643859 44.04319501 0.191383758 -0.185748531
160 ttp rbfsvr 11x11 37.91766391 41.57253031 0.002324778 -0.056447403
161 ttp linkridge 11x11 32.0408724 62.69719629 0.2876151 -1.402875134
162 ttp rbfkridge 11x11 37.09617953 40.90195693 0.045085672 -0.022640849
163 ttp tree 11x11 4.57E-06 51.21357865 1 -0.603264626
164 ttp linreg 13x13 10.34351279 281.3494634 0.925759284 -47.38682711
165 ttp linsvr 13x13 33.24859826 44.59592394 0.232898695 -0.215696859
166 ttp rbfsvr 13x13 37.92734415 41.57521337 0.001815308 -0.056583772
167 ttp linkridge 13x13 28.38351653 65.74804086 0.440965717 -1.642412379
168 ttp rbfkridge 13x13 37.14860557 40.94531225 0.042384706 -0.024809959
169 ttp tree 13x13 5.40E-06 51.31061715 1 -0.609346052
170 tmax linreg 1x1 33.99711444 52.06541799 0.294394595 -0.538949513
171 tmax linsvr 1x1 37.51956707 41.36059432 0.140603815 0.028821197
172 tmax rbfsvr 1x1 38.99075123 41.75493874 0.071886713 0.010213889
173 tmax linkridge 1x1 41.36091115 51.06369054 -0.044378636 -0.480301069
174 tmax rbfkridge 1x1 37.13175486 41.04441948 0.158277893 0.043612506
175 tmax tree 1x1 2.40E-16 52.5848476 1 -0.569809283
176 tmax linreg 3x3 33.03001577 52.08671031 0.333967615 -0.540208486
177 tmax linsvr 3x3 36.91304959 41.32831285 0.168164144 0.030336593
178 tmax rbfsvr 3x3 39.29528267 41.99817829 0.057332316 -0.001351515
179 tmax linkridge 3x3 40.51033234 50.9749158 -0.001865442 -0.475158506
180 tmax rbfkridge 3x3 37.32186325 40.69632125 0.149636876 0.059765983
181 tmax tree 3x3 4.44E-06 52.90308079 1 -0.588867132
182 tmax linreg 5x5 31.31810544 53.64700691 0.401217984 -0.633866797
183 tmax linsvr 5x5 36.32209709 41.46331096 0.194585184 0.023991475
184 tmax rbfsvr 5x5 39.62298701 42.34944235 0.041543938 -0.018171756
185 tmax linkridge 5x5 39.03079099 51.63777389 0.069979568 -0.513772728
186 tmax rbfkridge 5x5 37.54527362 40.80262747 0.13942578 0.054847442
187 tmax tree 5x5 6.60E-06 53.925355 1 -0.650865453
188 tmax linreg 7x7 28.95241934 57.22917787 0.488262191 -0.859347944
189 tmax linsvr 7x7 35.73068618 41.87130674 0.220599827 0.004689277
190 tmax rbfsvr 7x7 39.85113961 42.57121431 0.030474413 -0.028863428
191 tmax linkridge 7x7 36.81880076 52.96674613 0.172406517 -0.592693625
192 tmax rbfkridge 7x7 37.74219738 40.95910528 0.130374737 0.047584233
193 tmax tree 7x7 4.44E-06 51.80180069 1 -0.523404966
194 tmax linreg 9x9 25.23316112 71.46724925 0.611294124 -1.899611322
195 tmax linsvr 9x9 34.93282342 42.09511155 0.25501906 -0.005979158
196 tmax rbfsvr 9x9 40.00245593 42.70710138 0.023097783 -0.035442164
197 tmax linkridge 9x9 34.04988873 55.72377052 0.292202249 -0.76281462
198 tmax rbfkridge 9x9 37.91569159 41.12468469 0.122361335 0.039868284
199 tmax tree 9x9 4.34E-06 53.230866 1 -0.608617233
200 tmax linreg 11x11 19.82440337 103.804925 0.760073601 -5.117325244
201 tmax linsvr 11x11 34.1366062 42.51187408 0.288592452 -0.025997151
202 tmax rbfsvr 11x11 40.10072986 42.79392115 0.01829198 -0.039656368
203 tmax linkridge 11x11 30.87732809 57.98111464 0.417954134 -0.908529046
204 tmax rbfkridge 11x11 38.04896309 41.25022649 0.116180791 0.033997326
205 tmax tree 11x11 2.49E-16 53.29869297 1 -0.612719257
206 tmax linreg 13x13 9.816269151 287.5567905 0.941173813 -45.94322358
207 tmax linsvr 13x13 33.12759759 42.57823534 0.330026433 -0.029202826
208 tmax rbfsvr 13x13 40.17019043 42.85618919 0.014888099 -0.042684109
209 tmax linkridge 13x13 27.3677463 61.67128283 0.542747746 -1.159193769
210 tmax rbfkridge 13x13 38.17297642 41.36660959 0.110410122 0.02853869
211 tmax tree 13x13 1.26E-06 53.25075291 1 -0.609819408
212 all linreg 1x1 27.48306338 51.17611766 0.495178595 -0.545928174
213 all linkridge 1x1 39.62022181 58.92003446 -0.049158945 -1.049182433
214 all rbfkridge 1x1 30.068397 41.97739805 0.395734174 -0.040125325
215 all tree 1x1 4.59E-18 48.50231733 1 -0.388607854
216 all linreg 3x3 26.05151198 51.30139577 0.546399682 -0.553506241
217 all linkridge 3x3 37.63457159 58.76605556 0.053367445 -1.03848595
218 all rbfkridge 3x3 31.32511997 42.36665891 0.344167449 -0.059505151
219 all tree 3x3 2.07E-18 47.13189277 1 -0.31124668
220 all linreg 5x5 24.15754546 53.79973061 0.609956456 -0.708499444
221 all linkridge 5x5 35.44890819 59.54250931 0.160127793 -1.092709309
222 all rbfkridge 5x5 33.12056853 43.46013417 0.266832764 -0.114902181
223 all tree 5x5 0 46.92927202 1 -0.299996774
224 all linreg 7x7 21.434977 58.35599732 0.69291859 -1.010136878
225 all linkridge 7x7 32.66376834 60.91259666 0.286917044 -1.19012482
226 all rbfkridge 7x7 34.33671504 44.24111029 0.212002261 -0.155331661
227 all tree 7x7 2.30E-18 47.29808715 1 -0.320510303
228 all linreg 9x9 17.48250115 66.98246366 0.795725285 -1.648359111
229 all linkridge 9x9 29.40457165 61.47318231 0.422120622 -1.23062226
230 all rbfkridge 9x9 35.10739639 44.77556107 0.176232359 -0.183414027
231 all tree 9x9 2.05E-18 47.10578071 1 -0.309794166
232 all linreg 11x11 12.56669097 92.46312159 0.894452159 -4.04651702
233 all linkridge 11x11 26.22652822 61.95851782 0.54028456 -1.265983169
234 all rbfkridge 11x11 35.62600024 45.14578927 0.151715336 -0.203065132
235 all tree 11x11 2.65E-18 48.07426931 1 -0.364206215
236 all linreg 13x13 3.600210233 358.1562299 0.991337102 -74.71809159
237 all linkridge 13x13 22.80377741 63.19404124 0.652446978 -1.357256806
238 all rbfkridge 13x13 35.99753124 45.43162462 0.133930156 -0.218347494
239 all tree 13x13 2.65E-18 48.17090318 1 -0.369696097