> 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] 1337.861 4562.876 5250.469 3651.872 1494.194 2304.516 1496.140 3916.923
 [9] 1803.920 2439.780
... with 195 more values
Distribution: empirical
  C-Index 
0.7754432 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6419735 0.2230483 0.05405570
 [2,] 0.9547619 0.8549484 0.73730069
 [3,] 0.9867875 0.9559729 0.91616322
 [4,] 0.9032767 0.7086680 0.51186859
 [5,] 0.6749224 0.2642306 0.07515183
 [6,] 0.7918765 0.4538695 0.21519848
 [7,] 0.6753012 0.2647330 0.07542997
 [8,] 0.9195870 0.7529271 0.57586852
 [9,] 0.7278156 0.3411215 0.12349678
[10,] 0.8062089 0.4822835 0.24217160
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16946109     0.07501959     0.14835845     0.21989928     0.81028197 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85724980     0.82502198     0.78265083     0.76790438     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.80747422     0.69051531 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1295.913 12406.961 43183.039  5646.126  1460.889  2461.367  1462.977
 [8]  6851.430  1807.825  2666.325
... with 195 more values
Distribution: exponential
  C-Index 
0.7754432 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5693219 0.2445653 0.05981217
 [2,] 0.9428596 0.8632121 0.74513513
 [3,] 0.9832373 0.9586186 0.91894967
 [4,] 0.8787172 0.7238070 0.52389657
 [5,] 0.6067153 0.2867229 0.08221001
 [6,] 0.7433538 0.4764189 0.22697494
 [7,] 0.6071481 0.2872346 0.08250369
 [8,] 0.8989327 0.7661573 0.58699702
 [9,] 0.6677776 0.3644010 0.13278811
[10,] 0.7604955 0.5043612 0.25438019
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16899471     0.07466673     0.14803857     0.21929959     0.81028197 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85724980     0.82502198     0.78265083     0.76765739     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.80665091     0.69051531 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1016.273 3144.526 5866.500 2121.279 1079.024 1400.589 1079.795 2336.755
 [9] 1200.330 1457.737
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7754432 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2        Time3
 [1,] 0.6668153 0.0794392 0.0000398235
 [2,] 0.9585556 0.7675525 0.3470821563
 [3,] 0.9879124 0.9268091 0.7378382302
 [4,] 0.9111824 0.5591562 0.0977535498
 [5,] 0.6980400 0.1057431 0.0001250283
 [6,] 0.8078648 0.2635523 0.0048246625
 [7,] 0.6983983 0.1060827 0.0001266423
 [8,] 0.9262144 0.6193657 0.1471595581
 [9,] 0.7478955 0.1627443 0.0007014928
[10,] 0.8212237 0.2920009 0.0072700375
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.23764404     0.07559147     0.16948800     0.34335870     0.81028197 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85724980     0.82502198     0.78265083     0.72948839     0.89222182 
Accuracy.Time2 Accuracy.Time3 
    0.77830097     0.63510748 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1228.557 10362.435 33630.409  4928.590  1375.682  2250.976  1377.537
 [8]  5916.170  1682.159  2427.501
... with 195 more values
Distribution: weibull
  C-Index 
0.7754432 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5698304 0.2265678 0.04530819
 [2,] 0.9429475 0.8563477 0.72383064
 [3,] 0.9832636 0.9564222 0.91132264
 [4,] 0.8788972 0.7112191 0.49154375
 [5,] 0.6071959 0.2679258 0.06425877
 [6,] 0.7437033 0.4576262 0.19609886
 [7,] 0.6076284 0.2684299 0.06451100
 [8,] 0.8990845 0.7551600 0.55695816
 [9,] 0.6682050 0.3449714 0.10881771
[10,] 0.7608255 0.4859673 0.22226027
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.17005031     0.07466206     0.14827616     0.22127009     0.81028197 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85724980     0.82502198     0.78265083     0.78046534     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.80747422     0.71563723 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1228.557 10362.435 33630.409  4928.590  1375.682  2250.976  1377.537
 [8]  5916.170  1682.159  2427.501
... with 195 more values
Distribution: weibull
  C-Index 
0.7754432 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6420913 0.2230892 0.05406562
 [2,] 0.9547802 0.8549648 0.73731482
 [3,] 0.9867929 0.9559782 0.91616827
 [4,] 0.9033148 0.7086978 0.51189015
 [5,] 0.6750323 0.2642736 0.07516407
 [6,] 0.7919530 0.4539134 0.21521927
 [7,] 0.6754110 0.2647760 0.07544223
 [8,] 0.9196189 0.7529532 0.57588851
 [9,] 0.7279114 0.3411664 0.12351303
[10,] 0.8062808 0.4823265 0.24219320
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16946061     0.07502178     0.14835742     0.21989807     0.81028197 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85724980     0.82502198     0.78265083     0.76790438     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.80747422     0.69051531 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1228.557 10362.435 33630.409  4928.590  1375.682  2250.976  1377.537
 [8]  5916.170  1682.159  2427.501
... with 195 more values
Distribution: weibull
  C-Index 
0.7754432 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6419735 0.2230483 0.05405570
 [2,] 0.9547619 0.8549484 0.73730069
 [3,] 0.9867875 0.9559729 0.91616322
 [4,] 0.9032767 0.7086680 0.51186859
 [5,] 0.6749224 0.2642306 0.07515183
 [6,] 0.7918765 0.4538695 0.21519848
 [7,] 0.6753012 0.2647330 0.07542997
 [8,] 0.9195870 0.7529271 0.57586852
 [9,] 0.7278156 0.3411215 0.12349678
[10,] 0.8062089 0.4822835 0.24217160
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16946109     0.07501959     0.14835845     0.21989928     0.81028197 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85724980     0.82502198     0.78265083     0.76790438     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.80747422     0.69051531 

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     1     1
 [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 
     0.7679044      0.9020223      0.8074742      0.6905153 
Model: CForestModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1963.780 4207.589 3994.379 3113.310 2042.095 2299.795 2097.209 2727.647
 [9] 2126.491 1932.035
... with 195 more values
Distribution: empirical
  C-Index 
0.8159647 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5527939 0.3772861 0.3268153
 [2,] 0.9089405 0.8256956 0.6506960
 [3,] 0.9953814 0.8745132 0.4981854
 [4,] 0.8885627 0.6754096 0.3871172
 [5,] 0.6196901 0.3300299 0.2455599
 [6,] 0.7354288 0.4564273 0.3440897
 [7,] 0.6053894 0.4227669 0.3431528
 [8,] 0.8557491 0.6768409 0.2840199
 [9,] 0.6175110 0.3434190 0.2644537
[10,] 0.6353838 0.3521999 0.2412772
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11855834     0.06564692     0.12962268     0.13308430     0.89896442 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91823558     0.88577276     0.89917095     0.81767821     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82273733     0.78287317 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1637.036 8974.412 9353.375 3978.131 1866.986 2840.000 2003.320 4652.822
 [9] 1851.338 1786.593
... with 195 more values
Distribution: exponential
  C-Index 
0.8194851 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.6402300 0.3279745 0.1075673
 [2,] 0.9218780 0.8159877 0.6658360
 [3,] 0.9249212 0.8227386 0.6768988
 [4,] 0.8323492 0.6320681 0.3995101
 [5,] 0.6763771 0.3762463 0.1415613
 [6,] 0.7733355 0.5259203 0.2765921
 [7,] 0.6946167 0.4021268 0.1617060
 [8,] 0.8547946 0.6755453 0.4563615
 [9,] 0.6741454 0.3731505 0.1392413
[10,] 0.6645808 0.3600555 0.1296399
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12900890     0.07838623     0.14152071     0.14175089     0.87198990 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.87095538     0.86686806     0.87547682     0.80619961     0.89010141 
Accuracy.Time2 Accuracy.Time3 
    0.78778087     0.78369013 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1482.790 4706.986 4239.841 2927.162 1972.897 2493.311 1686.133 2870.252
 [9] 1938.411 1626.355
... with 195 more values
Distribution: rayleigh
  C-Index 
0.8104997 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2       Time3
 [1,] 0.8266613 0.3042969 0.008574135
 [2,] 0.9812865 0.8886362 0.623585520
 [3,] 0.9769861 0.8645744 0.558739562
 [4,] 0.9523264 0.7369046 0.294879892
 [5,] 0.8980502 0.5106566 0.068001077
 [6,] 0.9348904 0.6565296 0.185787817
 [7,] 0.8631084 0.3984818 0.025213544
 [8,] 0.9504652 0.7279497 0.280805490
 [9,] 0.8945903 0.4984840 0.061745423
[10,] 0.8536484 0.3719580 0.019141494
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12357608     0.09069528     0.14633269     0.12307442     0.86247994 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85982855     0.85897457     0.86564372     0.79414889     0.89010141 
Accuracy.Time2 Accuracy.Time3 
    0.78742321     0.75980329 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  2100.727 29862.928  3568.731  4439.689  2000.985  3119.595  2717.412
 [8]  4442.809  1974.091  1828.236
... with 195 more values
Distribution: weibull
  C-Index 
0.7774058 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5865912 0.3528161 0.1775265
 [2,] 0.8665261 0.7816418 0.6898713
 [3,] 0.9933581 0.9056443 0.4658926
 [4,] 0.8121618 0.6231958 0.4147598
 [5,] 0.6343504 0.3705575 0.1668315
 [6,] 0.7438778 0.5161789 0.2966699
 [7,] 0.6396398 0.4196474 0.2380358
 [8,] 0.8603593 0.6770477 0.4484764
 [9,] 0.6362435 0.3689854 0.1631228
[10,] 0.6554131 0.3618077 0.1387090
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12455585     0.07717527     0.15028018     0.12807349     0.87116093 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.89728190     0.85038165     0.87318011     0.79033824     0.88403217 
Accuracy.Time2 Accuracy.Time3 
    0.77579191     0.76158846 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  2100.727 29862.928  3568.731  4439.689  2000.985  3119.595  2717.412
 [8]  4442.809  1974.091  1828.236
... with 195 more values
Distribution: weibull
  C-Index 
0.7774058 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5527939 0.3772861 0.3268153
 [2,] 0.9089405 0.8256956 0.6506960
 [3,] 0.9953814 0.8745132 0.4981854
 [4,] 0.8885627 0.6754096 0.3871172
 [5,] 0.6196901 0.3300299 0.2455599
 [6,] 0.7354288 0.4564273 0.3440897
 [7,] 0.6053894 0.4227669 0.3431528
 [8,] 0.8557491 0.6768409 0.2840199
 [9,] 0.6175110 0.3434190 0.2644537
[10,] 0.6353838 0.3521999 0.2412772
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11855834     0.06564692     0.12962268     0.13308430     0.89896442 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91823558     0.88577276     0.89917095     0.81767821     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82273733     0.78287317 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  2100.727 29862.928  3568.731  4439.689  2000.985  3119.595  2717.412
 [8]  4442.809  1974.091  1828.236
... with 195 more values
Distribution: weibull
  C-Index 
0.7774058 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5527939 0.3772861 0.3268153
 [2,] 0.9089405 0.8256956 0.6506960
 [3,] 0.9953814 0.8745132 0.4981854
 [4,] 0.8885627 0.6754096 0.3871172
 [5,] 0.6196901 0.3300299 0.2455599
 [6,] 0.7354288 0.4564273 0.3440897
 [7,] 0.6053894 0.4227669 0.3431528
 [8,] 0.8557491 0.6768409 0.2840199
 [9,] 0.6175110 0.3434190 0.2644537
[10,] 0.6353838 0.3521999 0.2412772
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11855834     0.06564692     0.12962268     0.13308430     0.89896442 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91823558     0.88577276     0.89917095     0.81767821     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82273733     0.78287317 

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 
     0.8176782      0.8971021      0.8227373      0.7828732 
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]  2268.372 11170.613 12324.381  5701.642  1788.955  4288.761  2208.735
 [8]  4444.472  1790.347  3875.059
... with 195 more values
Distribution: weibull
 C-Index 
0.795704 
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] 3.222419e+03 1.429692e+11 4.346878e+03 2.515761e+03 1.138170e+03
 [6] 1.738900e+03 5.790293e+03 5.872126e+04 1.123059e+03 1.853404e+03
... with 195 more values
Distribution: weibull
  C-Index 
0.8558297 
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 

