> skip_if_not(TEST_ALL)
> set.seed(123)
> cat("Recipe Specification", "\n")
Recipe Specification 

> test_predict_all(rec, model = CoxModel())
Model: CoxModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1645.164 4220.353 5067.247 4033.989 1032.844 3726.738 1828.670 3774.468
 [9] 1326.648 2415.216
... with 195 more values
Distribution: empirical
  C-Index 
0.7370791 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1626.1482  8818.2639 26739.2056  7526.5948   983.3342  5961.4068
 [7]  1837.5436  6169.9809  1284.0295  2630.0111
... with 195 more values
Distribution: exponential
  C-Index 
0.7370791 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6383213 0.3255354 0.10597332
 [2,] 0.9205511 0.8130547 0.66105802
 [3,] 0.9730686 0.9340252 0.87240311
 [4,] 0.9075656 0.7846845 0.61572979
 [5,] 0.4759834 0.1563074 0.02443201
 [6,] 0.8847463 0.7362866 0.54211800
 [7,] 0.6721529 0.3703993 0.13719563
 [8,] 0.8884163 0.7439459 0.55345549
 [9,] 0.5663615 0.2413983 0.05827315
[10,] 0.7576260 0.4996170 0.24961718
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16776313     0.07512325     0.16016220     0.20937964     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74755811     0.90694375 
Accuracy.Time2 Accuracy.Time3 
    0.78708715     0.66008642 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  3510.491  8174.841 14235.149  7552.436  2729.847  6721.437  3731.699
 [8]  6838.009  3119.430  4464.436
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7370791 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.9666077 0.8087497 0.4278156
 [2,] 0.9937566 0.9616129 0.8550691
 [3,] 0.9979367 0.9871740 0.9496746
 [4,] 0.9926891 0.9551749 0.8323992
 [5,] 0.9453840 0.7039656 0.2455873
 [6,] 0.9907785 0.9437427 0.7932580
 [7,] 0.9703918 0.8287422 0.4717129
 [8,] 0.9910888 0.9455918 0.7994931
 [9,] 0.9579003 0.7642792 0.3411992
[10,] 0.9792198 0.8770030 0.5915674
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.21550209     0.09759478     0.21576571     0.26250684     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.70315461     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.73226261     0.60811080 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6730275 0.3533327 0.11528186
 [2,] 0.9295828 0.8254333 0.67140149
 [3,] 0.9762067 0.9386912 0.87688143
 [4,] 0.9180067 0.7986996 0.62703249
 [5,] 0.5195369 0.1789896 0.02808187
 [6,] 0.8976167 0.7529288 0.55471236
 [7,] 0.7043951 0.3982556 0.14780810
 [8,] 0.9009002 0.7601866 0.56587374
 [9,] 0.6056387 0.2677943 0.06482988
[10,] 0.7828380 0.5255813 0.26295559
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16779907     0.07502924     0.15997392     0.20960209     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74300723     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.77238731     0.66177315 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7008656 0.3067745 0.09606956
 [2,] 0.9365565 0.8042035 0.64920501
 [3,] 0.9786159 0.9306596 0.86721309
 [4,] 0.9260807 0.7746855 0.60281488
 [5,] 0.5555521 0.1416930 0.02077272
 [6,] 0.9075955 0.7244608 0.52780135
 [7,] 0.7301184 0.3514445 0.12578579
 [8,] 0.9105751 0.7323979 0.53932716
 [9,] 0.6375370 0.2239167 0.05146411
[10,] 0.8027036 0.4816127 0.23492435
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795403     0.07537741     0.16062322     0.20938317     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     0
 [7,]     0     1     1
 [8,]     0     0     0
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7633826      0.9069024      0.7820557      0.6947707 

> cat("Formula Specification", "\n")
Formula Specification 

> models <- c(CoxModel(), GBMModel(), CForestModel(), SurvRegModel(),
+ XGBDARTModel(), XGBLinearModel(updater = "coord_descent"), XGBTreeModel(),
+ XGBTreeModel(objective = "survival:aft"))
> for (model in models) {
+   test_predict_all(fo, df, model = model)
+ }
Model: CoxModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1645.164 4220.353 5067.247 4033.989 1032.844 3726.738 1828.670 3774.468
 [9] 1326.648 2415.216
... with 195 more values
Distribution: empirical
  C-Index 
0.7370791 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1626.1482  8818.2639 26739.2056  7526.5948   983.3342  5961.4068
 [7]  1837.5436  6169.9809  1284.0295  2630.0111
... with 195 more values
Distribution: exponential
  C-Index 
0.7370791 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6383213 0.3255354 0.10597332
 [2,] 0.9205511 0.8130547 0.66105802
 [3,] 0.9730686 0.9340252 0.87240311
 [4,] 0.9075656 0.7846845 0.61572979
 [5,] 0.4759834 0.1563074 0.02443201
 [6,] 0.8847463 0.7362866 0.54211800
 [7,] 0.6721529 0.3703993 0.13719563
 [8,] 0.8884163 0.7439459 0.55345549
 [9,] 0.5663615 0.2413983 0.05827315
[10,] 0.7576260 0.4996170 0.24961718
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16776313     0.07512325     0.16016220     0.20937964     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74755811     0.90694375 
Accuracy.Time2 Accuracy.Time3 
    0.78708715     0.66008642 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  3510.491  8174.841 14235.149  7552.436  2729.847  6721.437  3731.699
 [8]  6838.009  3119.430  4464.436
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7370791 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.9666077 0.8087497 0.4278156
 [2,] 0.9937566 0.9616129 0.8550691
 [3,] 0.9979367 0.9871740 0.9496746
 [4,] 0.9926891 0.9551749 0.8323992
 [5,] 0.9453840 0.7039656 0.2455873
 [6,] 0.9907785 0.9437427 0.7932580
 [7,] 0.9703918 0.8287422 0.4717129
 [8,] 0.9910888 0.9455918 0.7994931
 [9,] 0.9579003 0.7642792 0.3411992
[10,] 0.9792198 0.8770030 0.5915674
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.21550209     0.09759478     0.21576571     0.26250684     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.70315461     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.73226261     0.60811080 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6730275 0.3533327 0.11528186
 [2,] 0.9295828 0.8254333 0.67140149
 [3,] 0.9762067 0.9386912 0.87688143
 [4,] 0.9180067 0.7986996 0.62703249
 [5,] 0.5195369 0.1789896 0.02808187
 [6,] 0.8976167 0.7529288 0.55471236
 [7,] 0.7043951 0.3982556 0.14780810
 [8,] 0.9009002 0.7601866 0.56587374
 [9,] 0.6056387 0.2677943 0.06482988
[10,] 0.7828380 0.5255813 0.26295559
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16779907     0.07502924     0.15997392     0.20960209     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74300723     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.77238731     0.66177315 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7008656 0.3067745 0.09606956
 [2,] 0.9365565 0.8042035 0.64920501
 [3,] 0.9786159 0.9306596 0.86721309
 [4,] 0.9260807 0.7746855 0.60281488
 [5,] 0.5555521 0.1416930 0.02077272
 [6,] 0.9075955 0.7244608 0.52780135
 [7,] 0.7301184 0.3514445 0.12578579
 [8,] 0.9105751 0.7323979 0.53932716
 [9,] 0.6375370 0.2239167 0.05146411
[10,] 0.8027036 0.4816127 0.23492435
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795403     0.07537741     0.16062322     0.20938317     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     0
 [7,]     0     1     1
 [8,]     0     0     0
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7633826      0.9069024      0.7820557      0.6947707 
Model: GBMModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1059.512 4634.832 4957.006 3729.559 1675.435 2750.565 1137.320 3980.180
 [9] 2457.442 2657.932
... with 195 more values
Distribution: empirical
  C-Index 
0.7767564 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5659614 0.1510521 0.02174123
 [2,] 0.9587412 0.8694394 0.75322807
 [3,] 0.9739543 0.9160988 0.83736048
 [4,] 0.9089428 0.7283169 0.52616710
 [5,] 0.7082141 0.3180317 0.09822707
 [6,] 0.8367826 0.5533944 0.30165127
 [7,] 0.5900847 0.1735080 0.02878771
 [8,] 0.9239606 0.7690454 0.58747660
 [9,] 0.8090413 0.4947843 0.24045043
[10,] 0.8284200 0.5352422 0.28194631
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16594979     0.07638532     0.15147015     0.21046336     0.81519322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84375814     0.82100668     0.80027917     0.77680260     0.90200218 
Accuracy.Time2 Accuracy.Time3 
    0.79679043     0.71473006 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1008.426 13623.772 21750.925  6012.434  1663.800  3221.406  1088.222
 [8]  7258.255  2708.877  3049.514
... with 195 more values
Distribution: exponential
  C-Index 
0.7767564 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.4848573 0.1636948 0.02679598
 [2,] 0.9478274 0.8746276 0.76497352
 [3,] 0.9669952 0.9195191 0.84551535
 [4,] 0.8856663 0.7382021 0.54494233
 [5,] 0.6448389 0.3339089 0.11149519
 [6,] 0.7972324 0.5674953 0.32205094
 [7,] 0.5112898 0.1869252 0.03494102
 [8,] 0.9043172 0.7776818 0.60478898
 [9,] 0.7637732 0.5098131 0.25990943
[10,] 0.7871138 0.5496597 0.30212576
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16535732     0.07625271     0.15133496     0.20941258     0.81519322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84375814     0.82100668     0.80027917     0.77928742     0.89223947 
Accuracy.Time2 Accuracy.Time3 
    0.79684796     0.72357028 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  854.4151 3140.4775 3968.1298 2086.2779 1097.4822 1527.1080  887.5766
 [8] 2292.2560 1400.3662 1485.8068
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7767564 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1      Time2        Time3
 [1,] 0.5636505 0.02778510 5.960021e-07
 [2,] 0.9584509 0.76702876 3.461359e-01
 [3,] 0.9737696 0.84693748 5.145237e-01
 [4,] 0.9083193 0.54826549 9.035738e-02
 [5,] 0.7064600 0.11397183 1.687292e-04
 [6,] 0.8357116 0.32572609 1.125668e-02
 [7,] 0.5878517 0.03613463 1.704882e-06
 [8,] 0.9234355 0.60784246 1.365099e-01
 [9,] 0.8078099 0.26344042 4.816478e-03
[10,] 0.8272999 0.30576904 8.741260e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.25074412     0.07635445     0.18023374     0.36280621     0.81519322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84375814     0.82100668     0.80027917     0.71183333     0.90200218 
Accuracy.Time2 Accuracy.Time3 
    0.74385940     0.61655015 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]   945.2482 10257.7759 15744.7457  4849.5419  1495.2151  2738.4283
 [7]  1013.5297  5762.3625  2336.5658  2604.2975
... with 195 more values
Distribution: weibull
  C-Index 
0.7767564 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.4832254 0.1383615 0.01475896
 [2,] 0.9475910 0.8638102 0.73193804
 [3,] 0.9668440 0.9123792 0.82245660
 [4,] 0.8851656 0.7176757 0.49306921
 [5,] 0.6435226 0.3015582 0.07767270
 [6,] 0.7963914 0.5383992 0.26720414
 [7,] 0.5096949 0.1599568 0.02010549
 [8,] 0.9038937 0.7597260 0.55669560
 [9,] 0.7628152 0.4788818 0.20816117
[10,] 0.7862368 0.5199332 0.24804818
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16750555     0.07627157     0.15182218     0.21340915     0.81519322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84375814     0.82100668     0.80027917     0.77608681     0.89223947 
Accuracy.Time2 Accuracy.Time3 
    0.78686350     0.72315974 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]   945.2482 10257.7759 15744.7457  4849.5419  1495.2151  2738.4283
 [7]  1013.5297  5762.3625  2336.5658  2604.2975
... with 195 more values
Distribution: weibull
  C-Index 
0.7767564 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5660591 0.1510782 0.02174498
 [2,] 0.9587534 0.8694505 0.75323769
 [3,] 0.9739621 0.9161062 0.83736717
 [4,] 0.9089691 0.7283380 0.52618232
 [5,] 0.7082882 0.3180649 0.09823734
 [6,] 0.8368278 0.5534242 0.30166756
 [7,] 0.5901791 0.1735357 0.02879231
 [8,] 0.9239827 0.7690639 0.58749069
 [9,] 0.8090932 0.4948161 0.24046587
[10,] 0.8284672 0.5352728 0.28196240
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16594939     0.07638665     0.15146966     0.21046232     0.81519322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84375814     0.82100668     0.80027917     0.77680260     0.90200218 
Accuracy.Time2 Accuracy.Time3 
    0.79679043     0.71473006 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]   945.2482 10257.7759 15744.7457  4849.5419  1495.2151  2738.4283
 [7]  1013.5297  5762.3625  2336.5658  2604.2975
... with 195 more values
Distribution: weibull
  C-Index 
0.7767564 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5659614 0.1510521 0.02174123
 [2,] 0.9587412 0.8694394 0.75322807
 [3,] 0.9739543 0.9160988 0.83736048
 [4,] 0.9089428 0.7283169 0.52616710
 [5,] 0.7082141 0.3180317 0.09822707
 [6,] 0.8367826 0.5533944 0.30165127
 [7,] 0.5900847 0.1735080 0.02878771
 [8,] 0.9239606 0.7690454 0.58747660
 [9,] 0.8090413 0.4947843 0.24045043
[10,] 0.8284200 0.5352422 0.28194631
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16594979     0.07638532     0.15147015     0.21046336     0.81519322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84375814     0.82100668     0.80027917     0.77680260     0.90200218 
Accuracy.Time2 Accuracy.Time3 
    0.79679043     0.71473006 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     1
 [7,]     0     1     1
 [8,]     0     0     0
 [9,]     0     1     1
[10,]     0     0     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7768026      0.9020022      0.7967904      0.7147301 
Model: CForestModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1981.024 3754.708 3878.854 3055.385 1869.815 2523.391 2131.365 3106.158
 [9] 2119.933 1908.983
... with 195 more values
Distribution: empirical
  C-Index 
0.8139949 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5321004 0.3658723 0.3211752
 [2,] 0.9042599 0.8277536 0.6351846
 [3,] 0.9932559 0.8560776 0.4638777
 [4,] 0.8914148 0.6628334 0.3762127
 [5,] 0.6066427 0.3424286 0.2649701
 [6,] 0.7223538 0.4365534 0.3279705
 [7,] 0.5956643 0.4129911 0.3432573
 [8,] 0.8551352 0.6750348 0.3106639
 [9,] 0.6020454 0.3445396 0.2674400
[10,] 0.6302176 0.3410634 0.2351519
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11864069     0.06488935     0.12947570     0.13364021     0.89942322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.92108927     0.88933764     0.89680815     0.83020588     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82772960     0.80493315 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1588.825 8471.171 8325.393 3733.635 1946.758 2755.200 1859.429 4372.562
 [9] 1924.879 1850.600
... with 195 more values
Distribution: exponential
  C-Index 
0.8207235 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.6316252 0.3170652 0.1005303
 [2,] 0.9174340 0.8061894 0.6499414
 [3,] 0.9160507 0.8031539 0.6450563
 [4,] 0.8224070 0.6133621 0.3762131
 [5,] 0.6873014 0.3916229 0.1533685
 [6,] 0.7672416 0.5156207 0.2658647
 [7,] 0.6753030 0.3747544 0.1404409
 [8,] 0.8462418 0.6587736 0.4339826
 [9,] 0.6843782 0.3874720 0.1501346
[10,] 0.6740394 0.3730038 0.1391318
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12860723     0.07805402     0.14039034     0.14175866     0.87049462 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.87426212     0.86941724     0.86963405     0.81254797     0.89067358 
Accuracy.Time2 Accuracy.Time3 
    0.80059963     0.78846673 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1470.557 4584.705 4033.915 2833.996 2032.397 2432.299 1608.151 2786.442
 [9] 1983.875 1732.220
... with 195 more values
Distribution: rayleigh
  C-Index 
0.8122056 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.8240364 0.2983081 0.00791881
 [2,] 0.9802850 0.8829830 0.60786798
 [3,] 0.9746073 0.8515014 0.52570425
 [4,] 0.9492226 0.7220222 0.27177037
 [5,] 0.9036389 0.5308458 0.07940969
 [6,] 0.9316985 0.6426452 0.17056314
 [7,] 0.8505785 0.3636763 0.01749282
 [8,] 0.9475213 0.7139721 0.25985134
 [9,] 0.8991166 0.5144582 0.07004877
[10,] 0.8698056 0.4182044 0.03058825
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12351333     0.09063393     0.14536507     0.12355405     0.86178492 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.86180129     0.85936766     0.86322872     0.79377856     0.89067358 
Accuracy.Time2 Accuracy.Time3 
    0.79376704     0.75502747 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1975.820 26666.676  3534.531  3822.452  2147.471  3131.357  2296.282
 [8]  4157.034  2107.363  1924.332
... with 195 more values
Distribution: weibull
  C-Index 
0.7730681 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5802021 0.3403971 0.1642377
 [2,] 0.8595447 0.7703521 0.6744190
 [3,] 0.9906391 0.8892392 0.4527758
 [4,] 0.8170581 0.6109297 0.3801156
 [5,] 0.6364924 0.3841599 0.1849655
 [6,] 0.7291665 0.5046201 0.2931669
 [7,] 0.6292434 0.3904049 0.2004459
 [8,] 0.8530443 0.6605890 0.4247055
 [9,] 0.6386792 0.3821784 0.1802354
[10,] 0.6576489 0.3744433 0.1539478
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12599930     0.07740171     0.15054122     0.13071318     0.87024760 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.90337123     0.85080907     0.86866126     0.79855756     0.88338817 
Accuracy.Time2 Accuracy.Time3 
    0.79298253     0.76797033 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1975.820 26666.676  3534.531  3822.452  2147.471  3131.357  2296.282
 [8]  4157.034  2107.363  1924.332
... with 195 more values
Distribution: weibull
  C-Index 
0.7730681 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5321004 0.3658723 0.3211752
 [2,] 0.9042599 0.8277536 0.6351846
 [3,] 0.9932559 0.8560776 0.4638777
 [4,] 0.8914148 0.6628334 0.3762127
 [5,] 0.6066427 0.3424286 0.2649701
 [6,] 0.7223538 0.4365534 0.3279705
 [7,] 0.5956643 0.4129911 0.3432573
 [8,] 0.8551352 0.6750348 0.3106639
 [9,] 0.6020454 0.3445396 0.2674400
[10,] 0.6302176 0.3410634 0.2351519
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11864069     0.06488935     0.12947570     0.13364021     0.89942322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.92108927     0.88933764     0.89680815     0.83020588     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82772960     0.80493315 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1975.820 26666.676  3534.531  3822.452  2147.471  3131.357  2296.282
 [8]  4157.034  2107.363  1924.332
... with 195 more values
Distribution: weibull
  C-Index 
0.7730681 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5321004 0.3658723 0.3211752
 [2,] 0.9042599 0.8277536 0.6351846
 [3,] 0.9932559 0.8560776 0.4638777
 [4,] 0.8914148 0.6628334 0.3762127
 [5,] 0.6066427 0.3424286 0.2649701
 [6,] 0.7223538 0.4365534 0.3279705
 [7,] 0.5956643 0.4129911 0.3432573
 [8,] 0.8551352 0.6750348 0.3106639
 [9,] 0.6020454 0.3445396 0.2674400
[10,] 0.6302176 0.3410634 0.2351519
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11864069     0.06488935     0.12947570     0.13364021     0.89942322 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.92108927     0.88933764     0.89680815     0.83020588     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82772960     0.80493315 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     1
 [4,]     0     0     1
 [5,]     0     1     1
 [6,]     0     1     1
 [7,]     0     1     1
 [8,]     0     0     1
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.8302059      0.8971021      0.8277296      0.8049331 
Model: SurvRegModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     0
 [7,]     0     1     1
 [8,]     0     0     1
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7724789      0.9118029      0.7821145      0.7109679 
Model: XGBDARTModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     1     1     1
 [2,]     1     1     1
 [3,]     0     0     0
 [4,]     1     1     1
 [5,]     1     1     1
 [6,]     1     1     1
 [7,]     1     1     1
 [8,]     1     1     1
 [9,]     1     1     1
[10,]     1     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.9872595      0.9950954      1.0000000      0.9764808 
Model: XGBLinearModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     1
 [7,]     0     1     1
 [8,]     0     0     1
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7729567      0.9020223      0.7622947      0.7277276 
Model: XGBTreeModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     1     1     1
 [2,]     1     1     1
 [3,]     0     0     0
 [4,]     1     1     1
 [5,]     1     1     1
 [6,]     1     1     1
 [7,]     1     1     1
 [8,]     1     1     1
 [9,]     1     1     1
[10,]     1     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.9872595      0.9950954      1.0000000      0.9764808 
Model: XGBTreeModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.23271     33.94904 275945.28125    100.91651    187.23074
 [6]    205.92702    232.68121    240.58345    240.60490    290.81451
... with 195 more values
Distribution: gaussian
 C-Index 
0.998593 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.885787e-06 1.087368e-07 2.090194e-09
 [2,] 1.076820e-03 3.381479e-05 1.451106e-06
 [3,] 1.000000e+00 9.999997e-01 9.999924e-01
 [4,] 2.392203e-02 1.895541e-03 1.664915e-04
 [5,] 8.680382e-02 1.139331e-02 1.488317e-03
 [6,] 1.028420e-01 1.456165e-02 2.020389e-03
 [7,] 1.264414e-01 1.971525e-02 2.954281e-03
 [8,] 1.335044e-01 2.136865e-02 3.269871e-03
 [9,] 1.335236e-01 2.137322e-02 3.270753e-03
[10,] 1.786926e-01 3.313082e-02 5.706430e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03268946     0.02797425     0.03628669     0.03241719     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98725951     0.99509544 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     1     1     1
 [2,]     1     1     1
 [3,]     0     0     0
 [4,]     1     1     1
 [5,]     1     1     1
 [6,]     1     1     1
 [7,]     1     1     1
 [8,]     1     1     1
 [9,]     1     1     1
[10,]     1     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.9872595      0.9950954      1.0000000      0.9764808 

> models <- c(BARTModel(), BlackBoostModel(), GAMBoostModel(baselearner = "bols"),
+ GLMBoostModel(), GLMNetModel(lambda = 0.05), RangerModel(), RPartModel())
> for (model in models) {
+   test_predict_defaults(fo, df, model = model)
+ }
Model: BARTModel 
*****In main of C++ for bart prediction
tc (threadcount): 1
number of bart draws: 1000
number of trees in bart sum: 50
number of x columns: 6
from x,np,p: 6, 39770
***using serial code
--- SurvMeans object -----------------------------------------------------------
 [1]  2328.925 10452.882 10515.534  5319.968  2125.883  2974.908  2141.230
 [8]  3744.853  1610.981  3400.190
... with 195 more values
Distribution: weibull
  C-Index 
0.8094925 
Model: BlackBoostModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 2203.1217 6871.8868 9510.2630 3522.8119 1090.8792 3371.7754 2203.1217
 [8] 3557.9782  672.3609 2536.4618
... with 195 more values
Distribution: weibull
  C-Index 
0.8026452 
Model: GAMBoostModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 1976.424 7476.882 8576.702 6352.006 1816.996 4127.929 2190.379 3749.519
 [9] 1780.595 2509.602
... with 195 more values
Distribution: weibull
  C-Index 
0.7390489 
Model: GLMBoostModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 1976.424 7476.882 8576.702 6352.006 1816.996 4127.929 2190.379 3749.519
 [9] 1780.595 2509.602
... with 195 more values
Distribution: weibull
  C-Index 
0.7390489 
Model: GLMNetModel 
--- SurvMeans object -----------------------------------------------------------
 [1]  2495.073  8929.825 10143.324  7531.495  2285.611  4990.461  2754.647
 [8]  4510.309  2239.689  3074.687
... with 195 more values
Distribution: weibull
  C-Index 
0.7399869 
Model: RangerModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 2.743473e+03 3.686215e+10 7.710830e+04 2.673039e+03 1.351070e+03
 [6] 1.249277e+03 5.153988e+03 2.982116e+03 1.231498e+03 1.511755e+03
... with 195 more values
Distribution: weibull
 C-Index 
0.865491 
Model: RPartModel 
--- SurvMeans object -----------------------------------------------------------
 [1]  1269.163  4625.898  4639.688  6873.595 17077.929  1730.269  1269.163
 [8] 12222.675 17077.929  1269.163
... with 195 more values
Distribution: weibull
  C-Index 
0.6704918 

