> 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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [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:
[1]  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())
> for (model in models) {
+   test_predict_all(fo, df, model = model)
+ }
Model: CoxModel 

Predicted means (distr = emp)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [1] 1506.141 4487.006 5041.515 3267.986 1753.445 2747.237 1400.744 3868.076
 [9] 2451.248 2323.950
... with 195 more values
Distribution: empirical 
 C-Index 
0.776006 

Predicted probabilities (distr = emp)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.6757390 0.2762208 0.07205702
 [2,] 0.9510571 0.8481332 0.71408236
 [3,] 0.9776252 0.9284131 0.85910967
 [4,] 0.8772490 0.6505837 0.41524801
 [5,] 0.7190745 0.3387396 0.10935390
 [6,] 0.8354092 0.5541628 0.29914334
 [7,] 0.6540999 0.2482326 0.05791873
 [8,] 0.9168327 0.7520015 0.55838704
 [9,] 0.8071519 0.4949762 0.23746132
[10,] 0.7936778 0.4683669 0.21209471
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15704336     0.07720349     0.15135994     0.19238937     0.81384371 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.85129149     0.82004315     0.79514494     0.80402894     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.82542304     0.75396319 

Predicted means (distr = exp)
Object of class "SurvMeans"
 [1]  1472.745 11503.125 25508.961  4407.610  1750.324  3209.855  1359.827
 [8]  6647.911  2694.318  2498.034
... with 195 more values
Distribution: exponential 
 C-Index 
0.776006 

Predicted probabilities (distr = exp)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.6091608 0.2896209 0.08388024
 [2,] 0.9385107 0.8532928 0.72810859
 [3,] 0.9717882 0.9309558 0.86667869
 [4,] 0.8473659 0.6609636 0.43687283
 [5,] 0.6589777 0.3525143 0.12426635
 [6,] 0.7965825 0.5663396 0.32074051
 [7,] 0.5845966 0.2613008 0.06827813
 [8,] 0.8960053 0.7599351 0.57750128
 [9,] 0.7626619 0.5079607 0.25802402
[10,] 0.7465970 0.4816322 0.23196961
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: exponential 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15652364     0.07684873     0.15125603     0.19155417     0.81384371 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.85129149     0.82004315     0.79514494     0.79679016     0.89224170 
Accuracy.time2 Accuracy.time3 
    0.81562021     0.74731152 

Predicted means (distr = ray)
Object of class "SurvMeans"
 [1] 1065.564 2977.992 4434.678 1843.390 1161.649 1573.108 1023.900 2263.905
 [9] 1441.253 1387.762
... with 195 more values
Distribution: rayleigh 
 C-Index 
0.776006 

Predicted probabilities (distr = ray)
Object of class "SurvProbs"
         Time 1     Time 2       Time 3
 [1,] 0.6916895 0.09987225 9.948998e-05
 [2,] 0.9539022 0.74455868 3.073235e-01
 [3,] 0.9789429 0.87545440 5.874002e-01
 [4,] 0.8841143 0.46310306 4.599500e-02
 [5,] 0.7333296 0.14391967 4.290230e-04
 [6,] 0.8443997 0.34747659 1.457814e-02
 [7,] 0.6708379 0.08248213 4.628492e-05
 [8,] 0.9215836 0.60026362 1.298279e-01
 [9,] 0.8175110 0.28384757 6.491435e-03
[10,] 0.8046699 0.25710535 4.369628e-03
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: rayleigh 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.23978448     0.07756035     0.17614818     0.34285591     0.81384371 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.85129149     0.82004315     0.79514494     0.71880637     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.75818684     0.62385978 

Predicted means (distr = wei)
Object of class "SurvMeans"
 [1]  1320.098  8308.444 16945.841  3521.042  1540.705  2651.065  1229.140
 [8]  5086.325  2266.581  2118.223
... with 195 more values
Distribution: weibull 
 C-Index 
0.776006 

Predicted probabilities (distr = wei)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.6108715 0.2535781 0.05095733
 [2,] 0.9388477 0.8388966 0.68309905
 [3,] 0.9719456 0.9238399 0.84209547
 [4,] 0.8481603 0.6322543 0.36985383
 [5,] 0.6605345 0.3152187 0.08170098
 [6,] 0.7976081 0.5328374 0.25517664
 [7,] 0.5863749 0.2262715 0.03979739
 [8,] 0.8965622 0.7378871 0.51713156
 [9,] 0.7638318 0.4723682 0.19649183
[10,] 0.7478324 0.4453353 0.17290946
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: weibull 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15901241     0.07683415     0.15190171     0.19615013     0.81384371 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.85129149     0.82004315     0.79514494     0.78172914     0.89224170 
Accuracy.time2 Accuracy.time3 
    0.82542304     0.71130778 

Predicted means (method = bre)
Object of class "SurvMeans"
 [1]  1320.098  8308.444 16945.841  3521.042  1540.705  2651.065  1229.140
 [8]  5086.325  2266.581  2118.223
... with 195 more values
Distribution: weibull 
 C-Index 
0.776006 

Predicted probabilities (method = bre)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.6758220 0.2762547 0.07206587
 [2,] 0.9510721 0.8481465 0.71409359
 [3,] 0.9776321 0.9284197 0.85911576
 [4,] 0.8772850 0.6506104 0.41526505
 [5,] 0.7191488 0.3387746 0.10936520
 [6,] 0.8354563 0.5541940 0.29916020
 [7,] 0.6541869 0.2482657 0.05792643
 [8,] 0.9168576 0.7520220 0.55840223
 [9,] 0.8072061 0.4950095 0.23747726
[10,] 0.7937353 0.4684008 0.21211007
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15704310     0.07720508     0.15135948     0.19238847     0.81384371 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.85129149     0.82004315     0.79514494     0.80402894     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.82542304     0.75396319 

Predicted means (method = efr)
Object of class "SurvMeans"
 [1]  1320.098  8308.444 16945.841  3521.042  1540.705  2651.065  1229.140
 [8]  5086.325  2266.581  2118.223
... with 195 more values
Distribution: weibull 
 C-Index 
0.776006 

Predicted probabilities (method = efr)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.6757390 0.2762208 0.07205702
 [2,] 0.9510571 0.8481332 0.71408236
 [3,] 0.9776252 0.9284131 0.85910967
 [4,] 0.8772490 0.6505837 0.41524801
 [5,] 0.7190745 0.3387396 0.10935390
 [6,] 0.8354092 0.5541628 0.29914334
 [7,] 0.6540999 0.2482326 0.05791873
 [8,] 0.9168327 0.7520015 0.55838704
 [9,] 0.8071519 0.4949762 0.23746132
[10,] 0.7936778 0.4683669 0.21209471
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15704336     0.07720349     0.15135994     0.19238937     0.81384371 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.85129149     0.82004315     0.79514494     0.80402894     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.82542304     0.75396319 

Predicted events: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [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      1      1
[10,]      0      1      1
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
 Accuracy.mean Accuracy.time1 Accuracy.time2 Accuracy.time3 
     0.8040289      0.8971021      0.8254230      0.7539632 
Model: CForestModel 

Predicted means (distr = emp)
Object of class "SurvMeans"
 [1] 2004.123 4164.495 3889.431 3016.459 2039.587 2509.327 2169.088 3053.629
 [9] 2078.570 1804.558
... with 195 more values
Distribution: empirical 
  C-Index 
0.8186849 

Predicted probabilities (distr = emp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.5368193 0.3762318 0.3221621
 [2,] 0.9055654 0.8215813 0.6398857
 [3,] 0.9926117 0.8657521 0.4644955
 [4,] 0.8813266 0.6534341 0.3644524
 [5,] 0.6044973 0.3306267 0.2488742
 [6,] 0.7205886 0.4375116 0.3231885
 [7,] 0.6046104 0.4305624 0.3807736
 [8,] 0.8625210 0.6788636 0.2871761
 [9,] 0.6043374 0.3375357 0.2572605
[10,] 0.6212445 0.3206458 0.1981179
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.11820534     0.06487162     0.12864794     0.13327326     0.89615760 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.91954158     0.88882892     0.89120122     0.81659927     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.82282639     0.78066185 

Predicted means (distr = exp)
Object of class "SurvMeans"
 [1] 1624.509 8647.588 8230.448 3748.636 1922.392 2729.576 1919.944 4372.392
 [9] 1927.847 1783.217
... with 195 more values
Distribution: exponential 
  C-Index 
0.8240369 

Predicted probabilities (distr = exp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.6380322 0.3251670 0.1057336
 [2,] 0.9190483 0.8097405 0.6556796
 [3,] 0.9151246 0.8011255 0.6418021
 [4,] 0.8230507 0.6145631 0.3776878
 [5,] 0.6840425 0.3869971 0.1497667
 [6,] 0.7653356 0.5124244 0.2625788
 [7,] 0.6837114 0.3865290 0.1494047
 [8,] 0.8462363 0.6587629 0.4339685
 [9,] 0.6847779 0.3880381 0.1505736
[10,] 0.6640668 0.3593597 0.1291394
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: exponential 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
     0.1279217      0.0775697      0.1378722      0.1420923      0.8745907 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
     0.8780143      0.8745324      0.8732563      0.7988029      0.8906736 
Accuracy.time2 Accuracy.time3 
     0.8115388      0.7544132 

Predicted means (distr = ray)
Object of class "SurvMeans"
 [1] 1469.759 4624.737 4018.136 2850.174 2015.897 2396.763 1639.126 2763.976
 [9] 2000.330 1659.553
... with 195 more values
Distribution: rayleigh 
  C-Index 
0.8157103 

Predicted probabilities (distr = ray)
Object of class "SurvProbs"
         Time 1    Time 2      Time 3
 [1,] 0.8238632 0.2979163 0.007877299
 [2,] 0.9806215 0.8848791 0.613106326
 [3,] 0.9744100 0.8504249 0.523050770
 [4,] 0.9497827 0.7246891 0.275807991
 [5,] 0.9021351 0.5253485 0.076171071
 [6,] 0.9297316 0.6342126 0.161785467
 [7,] 0.8557477 0.3777120 0.020353695
 [8,] 0.9466880 0.7100567 0.254197992
 [9,] 0.9006846 0.5200911 0.073167439
[10,] 0.8590154 0.3868174 0.022388446
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: rayleigh 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.12249199     0.08970935     0.14168015     0.12409215     0.86315698 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.86539654     0.86374579     0.86190788     0.80075640     0.89067358 
Accuracy.time2 Accuracy.time3 
    0.78371479     0.77501450 

Predicted means (distr = wei)
Object of class "SurvMeans"
 [1]  2074.712 29166.253  3532.803  4022.290  2079.824  3020.063  2540.319
 [8]  4022.283  2110.222  1850.731
... with 195 more values
Distribution: weibull 
  C-Index 
0.7832604 

Predicted probabilities (distr = wei)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.5856886 0.3505366 0.1748609
 [2,] 0.8609095 0.7741516 0.6811324
 [3,] 0.9903106 0.8875314 0.4519450
 [4,] 0.8078044 0.6077182 0.3884952
 [5,] 0.6384444 0.3797429 0.1768470
 [6,] 0.7340978 0.5036349 0.2855137
 [7,] 0.6306883 0.4052055 0.2224977
 [8,] 0.8575556 0.6616451 0.4178776
 [9,] 0.6373248 0.3816590 0.1805727
[10,] 0.6490634 0.3617913 0.1434486
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: weibull 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.12612437     0.07817225     0.14946901     0.13129843     0.86710269 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.90107755     0.85452438     0.86105973     0.78979063     0.88207847 
Accuracy.time2 Accuracy.time3 
    0.79667096     0.74874729 

Predicted means (method = bre)
Object of class "SurvMeans"
 [1]  2074.712 29166.253  3532.803  4022.290  2079.824  3020.063  2540.319
 [8]  4022.283  2110.222  1850.731
... with 195 more values
Distribution: weibull 
  C-Index 
0.7832604 

Predicted probabilities (method = bre)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.5368193 0.3762318 0.3221621
 [2,] 0.9055654 0.8215813 0.6398857
 [3,] 0.9926117 0.8657521 0.4644955
 [4,] 0.8813266 0.6534341 0.3644524
 [5,] 0.6044973 0.3306267 0.2488742
 [6,] 0.7205886 0.4375116 0.3231885
 [7,] 0.6046104 0.4305624 0.3807736
 [8,] 0.8625210 0.6788636 0.2871761
 [9,] 0.6043374 0.3375357 0.2572605
[10,] 0.6212445 0.3206458 0.1981179
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.11820534     0.06487162     0.12864794     0.13327326     0.89615760 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.91954158     0.88882892     0.89120122     0.81659927     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.82282639     0.78066185 

Predicted means (method = efr)
Object of class "SurvMeans"
 [1]  2074.712 29166.253  3532.803  4022.290  2079.824  3020.063  2540.319
 [8]  4022.283  2110.222  1850.731
... with 195 more values
Distribution: weibull 
  C-Index 
0.7832604 

Predicted probabilities (method = efr)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.5368193 0.3762318 0.3221621
 [2,] 0.9055654 0.8215813 0.6398857
 [3,] 0.9926117 0.8657521 0.4644955
 [4,] 0.8813266 0.6534341 0.3644524
 [5,] 0.6044973 0.3306267 0.2488742
 [6,] 0.7205886 0.4375116 0.3231885
 [7,] 0.6046104 0.4305624 0.3807736
 [8,] 0.8625210 0.6788636 0.2871761
 [9,] 0.6043374 0.3375357 0.2572605
[10,] 0.6212445 0.3206458 0.1981179
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.11820534     0.06487162     0.12864794     0.13327326     0.89615760 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.91954158     0.88882892     0.89120122     0.81659927     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.82282639     0.78066185 

Predicted events: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [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:
[1]  730 1825 3650
Distribution: empirical 
 Accuracy.mean Accuracy.time1 Accuracy.time2 Accuracy.time3 
     0.8165993      0.8971021      0.8228264      0.7806618 
Model: SurvRegModel 

Predicted means (distr = emp)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [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)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [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:
[1]  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: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [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:
[1]  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)
Object of class "SurvMeans"
 [1] 2913.325 3985.945 3985.945 3010.199 2245.017 3331.465 3857.520 3824.570
 [9] 2245.017 2913.325
... with 195 more values
Distribution: empirical 
  C-Index 
0.8412907 

Predicted probabilities (distr = emp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8390381 0.5823679 0.3417660
 [2,] 0.9178722 0.7679708 0.5919941
 [3,] 0.9178722 0.7679708 0.5919941
 [4,] 0.8473892 0.6004103 0.3631133
 [5,] 0.7709883 0.4487792 0.2037072
 [6,] 0.8730693 0.6582506 0.4358742
 [7,] 0.9097398 0.7472017 0.5606255
 [8,] 0.9076064 0.7418171 0.5526311
 [9,] 0.7709883 0.4487792 0.2037072
[10,] 0.8390381 0.5823679 0.3417660
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15305980     0.08126738     0.15367327     0.18140868     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81665200     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.80278116 

Predicted means (distr = exp)
Object of class "SurvMeans"
 [1] 3504.657 7177.186 7177.186 3714.266 2364.885 4531.183 6501.965 6344.505
 [9] 2364.885 3504.657
... with 195 more values
Distribution: exponential 
  C-Index 
0.8412907 

Predicted probabilities (distr = exp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8119681 0.5940833 0.3529350
 [2,] 0.9032904 0.7754762 0.6013634
 [3,] 0.9032904 0.7754762 0.6013634
 [4,] 0.8215689 0.6118007 0.3743000
 [5,] 0.7344135 0.4622231 0.2136502
 [6,] 0.8512020 0.6684695 0.4468514
 [7,] 0.8937995 0.7552667 0.5704277
 [8,] 0.8913125 0.7500237 0.5625355
 [9,] 0.7344135 0.4622231 0.2136502
[10,] 0.8119681 0.5940833 0.3529350
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: exponential 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15294087     0.08031282     0.15416470     0.18125780     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81074681     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.79097079 

Predicted means (distr = ray)
Object of class "SurvMeans"
 [1] 1989.561 2847.157 2847.157 2048.193 1634.329 2262.248 2709.921 2676.907
 [9] 1634.329 1989.561
... with 195 more values
Distribution: rayleigh 
  C-Index 
0.8412907 

Predicted probabilities (distr = ray)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.8996625 0.5164135 0.07111975
 [2,] 0.9496790 0.7241945 0.27505582
 [3,] 0.9496790 0.7241945 0.27505582
 [4,] 0.9050468 0.5360361 0.08256126
 [5,] 0.8549643 0.3755561 0.01989295
 [6,] 0.9214733 0.5998147 0.12943996
 [7,] 0.9446006 0.7003278 0.24055001
 [8,] 0.9432654 0.6941638 0.23219238
 [9,] 0.8549643 0.3755561 0.01989295
[10,] 0.8996625 0.5164135 0.07111975
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: rayleigh 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.21245721     0.08623272     0.15421786     0.29789062     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.63759370     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.44466457 

Predicted means (distr = wei)
Object of class "SurvMeans"
 [1] 2450.473 4118.035 4118.035 2555.753 1843.046 2951.499 3833.683 3766.224
 [9] 1843.046 2450.473
... with 195 more values
Distribution: weibull 
  C-Index 
0.8412907 

Predicted probabilities (distr = wei)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8472577 0.5557455 0.2165616
 [2,] 0.9222520 0.7506225 0.4737628
 [3,] 0.9222520 0.7506225 0.4737628
 [4,] 0.8552201 0.5744781 0.2360896
 [5,] 0.7822078 0.4187137 0.1036002
 [6,] 0.8796773 0.6348535 0.3062693
 [7,] 0.9145328 0.7285918 0.4383978
 [8,] 0.9125073 0.7228886 0.4295168
 [9,] 0.7822078 0.4187137 0.1036002
[10,] 0.8472577 0.5557455 0.2165616
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: weibull 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.16285243     0.08171242     0.15320546     0.20109661     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.78283156     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.73514029 

Predicted means (method = bre)
Object of class "SurvMeans"
 [1] 2450.473 4118.035 4118.035 2555.753 1843.046 2951.499 3833.683 3766.224
 [9] 1843.046 2450.473
... with 195 more values
Distribution: weibull 
  C-Index 
0.8412907 

Predicted probabilities (method = bre)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8390934 0.5824063 0.3417886
 [2,] 0.9179017 0.7679955 0.5920132
 [3,] 0.9179017 0.7679955 0.5920132
 [4,] 0.8474420 0.6004477 0.3631359
 [5,] 0.7710636 0.4488231 0.2037271
 [6,] 0.8731138 0.6582841 0.4358965
 [7,] 0.9097721 0.7472283 0.5606454
 [8,] 0.9076395 0.7418441 0.5526512
 [9,] 0.7710636 0.4488231 0.2037271
[10,] 0.8390934 0.5824063 0.3417886
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15306048     0.08127013     0.15367460     0.18140815     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81665200     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.80278116 

Predicted means (method = efr)
Object of class "SurvMeans"
 [1] 2450.473 4118.035 4118.035 2555.753 1843.046 2951.499 3833.683 3766.224
 [9] 1843.046 2450.473
... with 195 more values
Distribution: weibull 
  C-Index 
0.8412907 

Predicted probabilities (method = efr)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8390381 0.5823679 0.3417660
 [2,] 0.9178722 0.7679708 0.5919941
 [3,] 0.9178722 0.7679708 0.5919941
 [4,] 0.8473892 0.6004103 0.3631133
 [5,] 0.7709883 0.4487792 0.2037072
 [6,] 0.8730693 0.6582506 0.4358742
 [7,] 0.9097398 0.7472017 0.5606255
 [8,] 0.9076064 0.7418171 0.5526311
 [9,] 0.7709883 0.4487792 0.2037072
[10,] 0.8390381 0.5823679 0.3417660
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15305980     0.08126738     0.15367327     0.18140868     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81665200     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.80278116 

Predicted events: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [1,]      0      0      1
 [2,]      0      0      0
 [3,]      0      0      0
 [4,]      0      0      1
 [5,]      0      1      1
 [6,]      0      0      1
 [7,]      0      0      0
 [8,]      0      0      0
 [9,]      0      1      1
[10,]      0      0      1
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
 Accuracy.mean Accuracy.time1 Accuracy.time2 Accuracy.time3 
     0.8166520      0.8971021      0.7861366      0.8027812 
Model: XGBLinearModel 

Predicted means (distr = emp)
Object of class "SurvMeans"
 [1] 2995.434 3933.209 3891.201 4051.301 2494.106 3214.539 3146.342 3683.422
 [9] 2417.723 3315.288
... with 195 more values
Distribution: empirical 
  C-Index 
0.7353907 

Predicted probabilities (distr = emp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8376196 0.5910005 0.3672859
 [2,] 0.9093918 0.7543362 0.5845621
 [3,] 0.9065807 0.7474360 0.5744209
 [4,] 0.9171314 0.7735519 0.6132473
 [5,] 0.7884735 0.4939054 0.2609547
 [6,] 0.8563386 0.6310716 0.4161627
 [7,] 0.8506634 0.6187384 0.4008106
 [8,] 0.8921968 0.7127833 0.5247681
 [9,] 0.7800242 0.4783606 0.2455363
[10,] 0.8644914 0.6490726 0.4390613
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.18481580     0.08498026     0.17441868     0.23098829     0.76463673 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.83127942     0.77364334     0.73257569     0.71813315     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.75184768     0.62631684 

Predicted means (distr = exp)
Object of class "SurvMeans"
 [1] 3658.730 6825.647 6610.180 7494.344 2727.865 4180.136 4008.282 5683.381
 [9] 2609.563 4452.150
... with 195 more values
Distribution: exponential 
  C-Index 
0.7353907 

Predicted probabilities (distr = exp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8191215 0.6072547 0.3687582
 [2,] 0.8985710 0.7653868 0.5858170
 [3,] 0.8954439 0.7587452 0.5756942
 [4,] 0.9071869 0.7838662 0.6144462
 [5,] 0.7652073 0.5122096 0.2623587
 [6,] 0.8397631 0.6462372 0.4176225
 [7,] 0.8334989 0.6342530 0.4022769
 [8,] 0.8794622 0.7253423 0.5261214
 [9,] 0.7559800 0.4969078 0.2469173
[10,] 0.8487711 0.6637071 0.4405071
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: exponential 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.18483300     0.08450856     0.17483047     0.23096430     0.76463673 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.83127942     0.77364334     0.73257569     0.71666419     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.74695114     0.62631684 

Predicted means (distr = ray)
Object of class "SurvMeans"
 [1] 2401.943 3280.722 3228.525 3437.671 2074.001 2567.395 2514.066 2993.649
 [9] 2028.530 2649.613
... with 195 more values
Distribution: rayleigh 
  C-Index 
0.7353907 

Predicted probabilities (distr = ray)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.9300235 0.6354581 0.16306012
 [2,] 0.9618601 0.7842406 0.37826601
 [3,] 0.9606416 0.7780523 0.36646715
 [4,] 0.9652032 0.8014331 0.41254293
 [5,] 0.9072828 0.5443670 0.08781467
 [6,] 0.9384774 0.6724326 0.20445371
 [7,] 0.9359259 0.6610879 0.19100156
 [8,] 0.9543719 0.7468534 0.31112975
 [9,] 0.9032895 0.5295642 0.07864564
[10,] 0.9421252 0.6889361 0.22527639
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: rayleigh 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.20989991     0.09223014     0.17628490     0.27713683     0.76463673 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.83127942     0.77364334     0.73257569     0.62143150     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.73226261     0.44466457 

Predicted means (distr = wei)
Object of class "SurvMeans"
 [1] 3246.200 5658.067 5498.649 6149.407 2499.005 3655.343 3521.141 4806.192
 [9] 2402.210 3866.544
... with 195 more values
Distribution: weibull 
  C-Index 
0.7353907 

Predicted probabilities (distr = wei)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8363619 0.6066944 0.3369184
 [2,] 0.9086596 0.7650082 0.5581368
 [3,] 0.9058270 0.7583576 0.5476275
 [4,] 0.9164588 0.7835130 0.5879470
 [5,] 0.7868860 0.5115759 0.2324320
 [6,] 0.8552130 0.6457153 0.3858856
 [7,] 0.8494973 0.6337189 0.3704487
 [8,] 0.8913342 0.7249114 0.4964090
 [9,] 0.7783825 0.4962651 0.2175542
[10,] 0.8634245 0.6632038 0.4090014
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: weibull 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.18556625     0.08493755     0.17481102     0.23227086     0.76463673 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.83127942     0.77364334     0.73257569     0.73783420     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.74695114     0.66865687 

Predicted means (method = bre)
Object of class "SurvMeans"
 [1] 3246.200 5658.067 5498.649 6149.407 2499.005 3655.343 3521.141 4806.192
 [9] 2402.210 3866.544
... with 195 more values
Distribution: weibull 
  C-Index 
0.7353907 

Predicted probabilities (method = bre)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8376775 0.5910413 0.3673113
 [2,] 0.9094255 0.7543642 0.5845838
 [3,] 0.9066154 0.7474646 0.5744428
 [4,] 0.9171624 0.7735780 0.6132680
 [5,] 0.7885467 0.4939512 0.2609789
 [6,] 0.8563904 0.6311098 0.4161879
 [7,] 0.8507170 0.6187774 0.4008359
 [8,] 0.8922366 0.7128151 0.5247915
 [9,] 0.7800998 0.4784070 0.2455601
[10,] 0.8645406 0.6491095 0.4390862
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.18481617     0.08498226     0.17441932     0.23098785     0.76463673 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.83127942     0.77364334     0.73257569     0.71813315     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.75184768     0.62631684 

Predicted means (method = efr)
Object of class "SurvMeans"
 [1] 3246.200 5658.067 5498.649 6149.407 2499.005 3655.343 3521.141 4806.192
 [9] 2402.210 3866.544
... with 195 more values
Distribution: weibull 
  C-Index 
0.7353907 

Predicted probabilities (method = efr)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8376196 0.5910005 0.3672859
 [2,] 0.9093918 0.7543362 0.5845621
 [3,] 0.9065807 0.7474360 0.5744209
 [4,] 0.9171314 0.7735519 0.6132473
 [5,] 0.7884735 0.4939054 0.2609547
 [6,] 0.8563386 0.6310716 0.4161627
 [7,] 0.8506634 0.6187384 0.4008106
 [8,] 0.8921968 0.7127833 0.5247681
 [9,] 0.7800242 0.4783606 0.2455363
[10,] 0.8644914 0.6490726 0.4390613
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.18481580     0.08498026     0.17441868     0.23098829     0.76463673 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.83127942     0.77364334     0.73257569     0.71813315     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.75184768     0.62631684 

Predicted events: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [1,]      0      0      1
 [2,]      0      0      0
 [3,]      0      0      0
 [4,]      0      0      0
 [5,]      0      1      1
 [6,]      0      0      1
 [7,]      0      0      1
 [8,]      0      0      0
 [9,]      0      1      1
[10,]      0      0      1
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
 Accuracy.mean Accuracy.time1 Accuracy.time2 Accuracy.time3 
     0.7181332      0.8971021      0.7518477      0.6263168 
Model: XGBTreeModel 

Predicted means (distr = emp)
Object of class "SurvMeans"
 [1] 2913.325 3985.945 3985.945 3010.199 2245.017 3331.465 3857.520 3824.570
 [9] 2245.017 2913.325
... with 195 more values
Distribution: empirical 
  C-Index 
0.8412907 

Predicted probabilities (distr = emp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8390381 0.5823679 0.3417660
 [2,] 0.9178722 0.7679708 0.5919941
 [3,] 0.9178722 0.7679708 0.5919941
 [4,] 0.8473892 0.6004103 0.3631133
 [5,] 0.7709883 0.4487792 0.2037072
 [6,] 0.8730693 0.6582506 0.4358742
 [7,] 0.9097398 0.7472017 0.5606255
 [8,] 0.9076064 0.7418171 0.5526311
 [9,] 0.7709883 0.4487792 0.2037072
[10,] 0.8390381 0.5823679 0.3417660
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15305980     0.08126738     0.15367327     0.18140868     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81665200     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.80278116 

Predicted means (distr = exp)
Object of class "SurvMeans"
 [1] 3504.657 7177.186 7177.186 3714.266 2364.885 4531.183 6501.965 6344.505
 [9] 2364.885 3504.657
... with 195 more values
Distribution: exponential 
  C-Index 
0.8412907 

Predicted probabilities (distr = exp)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8119681 0.5940833 0.3529350
 [2,] 0.9032904 0.7754762 0.6013634
 [3,] 0.9032904 0.7754762 0.6013634
 [4,] 0.8215689 0.6118007 0.3743000
 [5,] 0.7344135 0.4622231 0.2136502
 [6,] 0.8512020 0.6684695 0.4468514
 [7,] 0.8937995 0.7552667 0.5704277
 [8,] 0.8913125 0.7500237 0.5625355
 [9,] 0.7344135 0.4622231 0.2136502
[10,] 0.8119681 0.5940833 0.3529350
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: exponential 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15294087     0.08031282     0.15416470     0.18125780     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81074681     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.79097079 

Predicted means (distr = ray)
Object of class "SurvMeans"
 [1] 1989.561 2847.157 2847.157 2048.193 1634.329 2262.248 2709.921 2676.907
 [9] 1634.329 1989.561
... with 195 more values
Distribution: rayleigh 
  C-Index 
0.8412907 

Predicted probabilities (distr = ray)
Object of class "SurvProbs"
         Time 1    Time 2     Time 3
 [1,] 0.8996625 0.5164135 0.07111975
 [2,] 0.9496790 0.7241945 0.27505582
 [3,] 0.9496790 0.7241945 0.27505582
 [4,] 0.9050468 0.5360361 0.08256126
 [5,] 0.8549643 0.3755561 0.01989295
 [6,] 0.9214733 0.5998147 0.12943996
 [7,] 0.9446006 0.7003278 0.24055001
 [8,] 0.9432654 0.6941638 0.23219238
 [9,] 0.8549643 0.3755561 0.01989295
[10,] 0.8996625 0.5164135 0.07111975
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: rayleigh 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.21245721     0.08623272     0.15421786     0.29789062     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.63759370     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.44466457 

Predicted means (distr = wei)
Object of class "SurvMeans"
 [1] 2450.473 4118.035 4118.035 2555.753 1843.046 2951.499 3833.683 3766.224
 [9] 1843.046 2450.473
... with 195 more values
Distribution: weibull 
  C-Index 
0.8412907 

Predicted probabilities (distr = wei)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8472577 0.5557455 0.2165616
 [2,] 0.9222520 0.7506225 0.4737628
 [3,] 0.9222520 0.7506225 0.4737628
 [4,] 0.8552201 0.5744781 0.2360896
 [5,] 0.7822078 0.4187137 0.1036002
 [6,] 0.8796773 0.6348535 0.3062693
 [7,] 0.9145328 0.7285918 0.4383978
 [8,] 0.9125073 0.7228886 0.4295168
 [9,] 0.7822078 0.4187137 0.1036002
[10,] 0.8472577 0.5557455 0.2165616
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: weibull 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.16285243     0.08171242     0.15320546     0.20109661     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.78283156     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.73514029 

Predicted means (method = bre)
Object of class "SurvMeans"
 [1] 2450.473 4118.035 4118.035 2555.753 1843.046 2951.499 3833.683 3766.224
 [9] 1843.046 2450.473
... with 195 more values
Distribution: weibull 
  C-Index 
0.8412907 

Predicted probabilities (method = bre)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8390934 0.5824063 0.3417886
 [2,] 0.9179017 0.7679955 0.5920132
 [3,] 0.9179017 0.7679955 0.5920132
 [4,] 0.8474420 0.6004477 0.3631359
 [5,] 0.7710636 0.4488231 0.2037271
 [6,] 0.8731138 0.6582841 0.4358965
 [7,] 0.9097721 0.7472283 0.5606454
 [8,] 0.9076395 0.7418441 0.5526512
 [9,] 0.7710636 0.4488231 0.2037271
[10,] 0.8390934 0.5824063 0.3417886
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15306048     0.08127013     0.15367460     0.18140815     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81665200     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.80278116 

Predicted means (method = efr)
Object of class "SurvMeans"
 [1] 2450.473 4118.035 4118.035 2555.753 1843.046 2951.499 3833.683 3766.224
 [9] 1843.046 2450.473
... with 195 more values
Distribution: weibull 
  C-Index 
0.8412907 

Predicted probabilities (method = efr)
Object of class "SurvProbs"
         Time 1    Time 2    Time 3
 [1,] 0.8390381 0.5823679 0.3417660
 [2,] 0.9178722 0.7679708 0.5919941
 [3,] 0.9178722 0.7679708 0.5919941
 [4,] 0.8473892 0.6004103 0.3631133
 [5,] 0.7709883 0.4487792 0.2037072
 [6,] 0.8730693 0.6582506 0.4358742
 [7,] 0.9097398 0.7472017 0.5606255
 [8,] 0.9076064 0.7418171 0.5526311
 [9,] 0.7709883 0.4487792 0.2037072
[10,] 0.8390381 0.5823679 0.3417660
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
    Brier.mean    Brier.time1    Brier.time2    Brier.time3   ROC AUC.mean 
    0.15305980     0.08126738     0.15367327     0.18140868     0.88372258 
 ROC AUC.time1  ROC AUC.time2  ROC AUC.time3  Accuracy.mean Accuracy.time1 
    0.88639139     0.87992505     0.88493358     0.81665200     0.89710215 
Accuracy.time2 Accuracy.time3 
    0.78613662     0.80278116 

Predicted events: 
Object of class "SurvEvents"
      Time 1 Time 2 Time 3
 [1,]      0      0      1
 [2,]      0      0      0
 [3,]      0      0      0
 [4,]      0      0      1
 [5,]      0      1      1
 [6,]      0      0      1
 [7,]      0      0      0
 [8,]      0      0      0
 [9,]      0      1      1
[10,]      0      0      1
... with 195 more rows
Times:
[1]  730 1825 3650
Distribution: empirical 
 Accuracy.mean Accuracy.time1 Accuracy.time2 Accuracy.time3 
     0.8166520      0.8971021      0.7861366      0.8027812 

> 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
Object of class "SurvMeans"
 [1]  1978.901 10111.390  9972.023  5859.623  2399.700  3983.581  2055.077
 [8]  3690.491  2295.776  3391.384
... with 195 more values
Distribution: weibull 
  C-Index 
0.8004878 
Model: BlackBoostModel 
Object of class "SurvMeans"
 [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 
Object of class "SurvMeans"
 [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 
Object of class "SurvMeans"
 [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 
Object of class "SurvMeans"
 [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 
Object of class "SurvMeans"
 [1] 3.018077e+03 2.913406e+10 6.613638e+04 1.960302e+03 1.136500e+03
 [6] 1.216046e+03 6.573447e+03 2.029671e+03 1.084533e+03 1.753435e+03
... with 195 more values
Distribution: weibull 
C-Index 
0.87534 
Model: RPartModel 
Object of class "SurvMeans"
 [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 

