> 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] 1303.832 4422.022 5020.998 3217.285 1836.593 3123.145 1430.783 3870.844
 [9] 2766.484 2562.545
... with 195 more values
Distribution: empirical
  C-Index 
0.7776006 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6282693 0.2193702 0.04837732
 [2,] 0.9466342 0.8361077 0.69951047
 [3,] 0.9761991 0.9243892 0.85472864
 [4,] 0.8711932 0.6375914 0.40715831
 [5,] 0.7281061 0.3549962 0.12647608
 [6,] 0.8640029 0.6205759 0.38575272
 [7,] 0.6566875 0.2534463 0.06454174
 [8,] 0.9153572 0.7492685 0.56196594
 [9,] 0.8342938 0.5536010 0.30710360
[10,] 0.8152018 0.5133133 0.26410106
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16014370     0.07916835     0.15176262     0.19756250     0.81414356 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83206720     0.82245649     0.80198636     0.79010044     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.80091237     0.74081260 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1260.129 10679.503 24313.896  4247.475  1845.809  4006.664  1392.688
 [8]  6622.401  3232.830  2866.543
... with 195 more values
Distribution: exponential
  C-Index 
0.7776006 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5602871 0.2349777 0.05521452
 [2,] 0.9339286 0.8429159 0.71050721
 [3,] 0.9704223 0.9276879 0.86060477
 [4,] 0.8420913 0.6507257 0.42344398
 [5,] 0.6733496 0.3720502 0.13842134
 [6,] 0.8334376 0.6341364 0.40212898
 [7,] 0.5920488 0.2697080 0.07274239
 [8,] 0.8956264 0.7591318 0.57628114
 [9,] 0.7978710 0.5686325 0.32334295
[10,] 0.7751783 0.5290590 0.27990339
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15972288     0.07905152     0.15164579     0.19683768     0.81414356 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83206720     0.82245649     0.80198636     0.79059619     0.89222182 
Accuracy.Time2 Accuracy.Time3 
    0.80581843     0.74081260 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1041.163 3031.007 4573.395 1911.511 1260.099 1856.534 1094.557 2386.817
 [9] 1667.642 1570.329
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7776006 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1      Time2        Time3
 [1,] 0.6797037 0.08953604 6.426752e-05
 [2,] 0.9554645 0.75221314 3.201575e-01
 [3,] 0.9801884 0.88243892 6.063713e-01
 [4,] 0.8917704 0.48874433 5.705936e-02
 [5,] 0.7682898 0.19254475 1.374443e-03
 [6,] 0.8856521 0.46816041 4.803732e-02
 [7,] 0.7051473 0.11265466 1.610633e-04
 [8,] 0.9291660 0.63180527 1.593430e-01
 [9,] 0.8602797 0.39038935 2.322693e-02
[10,] 0.8438941 0.34617806 1.436145e-02
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.23502440     0.08026669     0.16804652     0.33711421     0.81414356 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83206720     0.82245649     0.80198636     0.71304226     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.75745768     0.61276904 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1150.660  7532.601 15526.686  3348.913  1609.496  3181.401  1256.428
 [8]  4948.618  2634.383  2370.087
... with 195 more values
Distribution: weibull
  C-Index 
0.7776006 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5681217 0.2012441 0.02939511
 [2,] 0.9354602 0.8276425 0.65957473
 [3,] 0.9711209 0.9202667 0.83294151
 [4,] 0.8455677 0.6214849 0.35121434
 [5,] 0.6797634 0.3346984 0.09001096
 [6,] 0.8370854 0.6039698 0.32980700
 [7,] 0.5995346 0.2344210 0.04112143
 [8,] 0.8979960 0.7370730 0.51113913
 [9,] 0.8022014 0.5353002 0.25289897
[10,] 0.7799248 0.4942169 0.21215613
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16285443     0.07898171     0.15221855     0.20278505     0.81414356 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83206720     0.82245649     0.80198636     0.78820928     0.89222182 
Accuracy.Time2 Accuracy.Time3 
    0.80580809     0.73604498 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1150.660  7532.601 15526.686  3348.913  1609.496  3181.401  1256.428
 [8]  4948.618  2634.383  2370.087
... with 195 more values
Distribution: weibull
  C-Index 
0.7776006 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6283519 0.2193991 0.04838369
 [2,] 0.9466489 0.8361207 0.69952132
 [3,] 0.9762057 0.9243955 0.85473446
 [4,] 0.8712272 0.6376163 0.40717419
 [5,] 0.7281715 0.3550281 0.12648743
 [6,] 0.8640386 0.6206016 0.38576868
 [7,] 0.6567657 0.2534764 0.06454942
 [8,] 0.9153802 0.7492872 0.56198000
 [9,] 0.8343366 0.5536293 0.30711935
[10,] 0.8152490 0.5133430 0.26411633
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16014335     0.07916944     0.15176218     0.19756162     0.81414356 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83206720     0.82245649     0.80198636     0.79010044     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.80091237     0.74081260 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1150.660  7532.601 15526.686  3348.913  1609.496  3181.401  1256.428
 [8]  4948.618  2634.383  2370.087
... with 195 more values
Distribution: weibull
  C-Index 
0.7776006 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6282693 0.2193702 0.04837732
 [2,] 0.9466342 0.8361077 0.69951047
 [3,] 0.9761991 0.9243892 0.85472864
 [4,] 0.8711932 0.6375914 0.40715831
 [5,] 0.7281061 0.3549962 0.12647608
 [6,] 0.8640029 0.6205759 0.38575272
 [7,] 0.6566875 0.2534463 0.06454174
 [8,] 0.9153572 0.7492685 0.56196594
 [9,] 0.8342938 0.5536010 0.30710360
[10,] 0.8152018 0.5133133 0.26410106
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16014370     0.07916835     0.15176262     0.19756250     0.81414356 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83206720     0.82245649     0.80198636     0.79010044     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.80091237     0.74081260 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     1
 [5,]     0     1     1
 [6,]     0     0     1
 [7,]     0     1     1
 [8,]     0     0     0
 [9,]     0     0     1
[10,]     0     0     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7901004      0.8971021      0.8009124      0.7408126 
Model: CForestModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1868.417 4214.361 3905.437 3086.891 1924.898 2673.801 2008.859 2679.073
 [9] 1794.330 1762.826
... with 195 more values
Distribution: empirical
  C-Index 
0.8110871 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5252904 0.3570146 0.3082172
 [2,] 0.9148654 0.8316503 0.6501367
 [3,] 0.9948562 0.8614637 0.4739769
 [4,] 0.8951074 0.6637316 0.3826836
 [5,] 0.5833677 0.2996704 0.2309893
 [6,] 0.7294688 0.4666662 0.3600596
 [7,] 0.5921597 0.4125228 0.3149976
 [8,] 0.8614452 0.6556343 0.2752836
 [9,] 0.5977985 0.3139579 0.2460289
[10,] 0.6163853 0.3190345 0.1831992
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11716984     0.06463048     0.12865615     0.13129379     0.89767311 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91771773     0.88756249     0.89572164     0.82246984     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82772960     0.78946107 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1585.800 8774.088 8904.615 3902.232 1765.288 2759.242 1912.915 4380.647
 [9] 1794.887 1670.857
... with 195 more values
Distribution: exponential
  C-Index 
0.8195225 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.6310719 0.3163713 0.1000908
 [2,] 0.9201675 0.8122080 0.6596818
 [3,] 0.9212904 0.8146881 0.6637168
 [4,] 0.8293837 0.6264533 0.3924437
 [5,] 0.6613115 0.3556437 0.1264825
 [6,] 0.7675394 0.5161213 0.2663812
 [7,] 0.6827568 0.3851813 0.1483646
 [8,] 0.8465026 0.6592812 0.4346517
 [9,] 0.6658367 0.3617590 0.1308696
[10,] 0.6460351 0.3354596 0.1125331
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
     0.1269472      0.0771400      0.1389826      0.1396489      0.8708262 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
     0.8710033      0.8684939      0.8721548      0.8032556      0.8906736 
Accuracy.Time2 Accuracy.Time3 
     0.8116791      0.7632344 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1457.223 4664.025 4144.740 2899.824 1924.033 2448.767 1646.195 2779.965
 [9] 1913.299 1547.349
... with 195 more values
Distribution: rayleigh
  C-Index 
0.8100923 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2       Time3
 [1,] 0.8211097 0.2917477 0.007244859
 [2,] 0.9809435 0.8866966 0.618158953
 [3,] 0.9759308 0.8587543 0.543845811
 [4,] 0.9514455 0.7326551 0.288136505
 [5,] 0.8930967 0.4933052 0.059219223
 [6,] 0.9325825 0.6464656 0.174655215
 [7,] 0.8568909 0.3808769 0.021044486
 [8,] 0.9472831 0.7128509 0.258222925
 [9,] 0.8919613 0.4893985 0.057365474
[10,] 0.8396190 0.3353623 0.012649022
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12106273     0.08894088     0.14243417     0.12108860     0.86304997 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.85953925     0.85939717     0.86664594     0.79918406     0.89067358 
Accuracy.Time2 Accuracy.Time3 
    0.79933191     0.76249955 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  2033.972 26385.257  3569.777  4067.320  1903.395  3162.290  2487.564
 [8]  3986.114  1927.080  1711.510
... with 195 more values
Distribution: weibull
  C-Index 
0.7750297 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5763416 0.3426373 0.1702020
 [2,] 0.8662291 0.7783719 0.6826813
 [3,] 0.9915989 0.8957285 0.4635436
 [4,] 0.8208639 0.6225522 0.3988037
 [5,] 0.6123281 0.3502618 0.1549640
 [6,] 0.7269705 0.5041297 0.2948564
 [7,] 0.6294525 0.4016704 0.2179183
 [8,] 0.8595846 0.6628259 0.4163731
 [9,] 0.6228986 0.3577301 0.1575209
[10,] 0.6360717 0.3380043 0.1222469
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12250617     0.07606106     0.14779377     0.12591166     0.86883363 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.90158660     0.85397341     0.86464857     0.79094874     0.88403217 
Accuracy.Time2 Accuracy.Time3 
    0.80571975     0.74485275 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  2033.972 26385.257  3569.777  4067.320  1903.395  3162.290  2487.564
 [8]  3986.114  1927.080  1711.510
... with 195 more values
Distribution: weibull
  C-Index 
0.7750297 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5252904 0.3570146 0.3082172
 [2,] 0.9148654 0.8316503 0.6501367
 [3,] 0.9948562 0.8614637 0.4739769
 [4,] 0.8951074 0.6637316 0.3826836
 [5,] 0.5833677 0.2996704 0.2309893
 [6,] 0.7294688 0.4666662 0.3600596
 [7,] 0.5921597 0.4125228 0.3149976
 [8,] 0.8614452 0.6556343 0.2752836
 [9,] 0.5977985 0.3139579 0.2460289
[10,] 0.6163853 0.3190345 0.1831992
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11716984     0.06463048     0.12865615     0.13129379     0.89767311 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91771773     0.88756249     0.89572164     0.82246984     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82772960     0.78946107 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  2033.972 26385.257  3569.777  4067.320  1903.395  3162.290  2487.564
 [8]  3986.114  1927.080  1711.510
... with 195 more values
Distribution: weibull
  C-Index 
0.7750297 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5252904 0.3570146 0.3082172
 [2,] 0.9148654 0.8316503 0.6501367
 [3,] 0.9948562 0.8614637 0.4739769
 [4,] 0.8951074 0.6637316 0.3826836
 [5,] 0.5833677 0.2996704 0.2309893
 [6,] 0.7294688 0.4666662 0.3600596
 [7,] 0.5921597 0.4125228 0.3149976
 [8,] 0.8614452 0.6556343 0.2752836
 [9,] 0.5977985 0.3139579 0.2460289
[10,] 0.6163853 0.3190345 0.1831992
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11716984     0.06463048     0.12865615     0.13129379     0.89767311 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91771773     0.88756249     0.89572164     0.82246984     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82772960     0.78946107 

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 
     0.8224698      0.8971021      0.8277296      0.7894611 
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 
--- SurvMeans object -----------------------------------------------------------
 [1]  2064.911 11149.748  9028.593  6573.255  1758.323  3496.888  2331.487
 [8]  3848.939  1792.730  2925.512
... with 195 more values
Distribution: weibull
  C-Index 
0.8112747 
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] 2.995495e+03 1.898994e+10 1.248279e+05 2.899319e+03 1.286807e+03
 [6] 1.276353e+03 4.491093e+03 3.173054e+03 1.151576e+03 1.550933e+03
... with 195 more values
Distribution: weibull
  C-Index 
0.8778726 
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 

