> 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] 1347.615 4341.231 5118.555 3452.078 1929.890 2862.780 1091.767 3680.109
 [9] 2546.280 2658.384
... with 195 more values
Distribution: empirical
  C-Index 
0.7812119 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6441092 0.2336190 0.05111227
 [2,] 0.9439232 0.8263275 0.67696544
 [3,] 0.9812193 0.9392528 0.87970494
 [4,] 0.8910336 0.6829249 0.45843017
 [5,] 0.7467951 0.3809452 0.13893595
 [6,] 0.8465608 0.5765955 0.32430497
 [7,] 0.5757685 0.1612464 0.02394552
 [8,] 0.9059415 0.7214280 0.51284720
 [9,] 0.8179255 0.5146026 0.25699597
[10,] 0.8285386 0.5370066 0.28039914
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15679309     0.07849082     0.14973851     0.19234675     0.81337546 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84535970     0.83037167     0.79038404     0.78502028     0.89222182 
Accuracy.Time2 Accuracy.Time3 
    0.78698781     0.74095914 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1303.324  9934.339 30239.310  4969.225  1963.647  3441.820  1038.521
 [8]  5803.932  2852.542  3048.060
... with 195 more values
Distribution: exponential
  C-Index 
0.7812119 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5711483 0.2465314 0.06077771
 [2,] 0.9291524 0.8321802 0.69252394
 [3,] 0.9761483 0.9414332 0.88629643
 [4,] 0.8633767 0.6926292 0.47973523
 [5,] 0.6895217 0.3947933 0.15586176
 [6,] 0.8088862 0.5884622 0.34628770
 [7,] 0.4951361 0.1725089 0.02975931
 [8,] 0.8818116 0.7301962 0.53318648
 [9,] 0.7742100 0.5274083 0.27815950
[10,] 0.7870240 0.5495028 0.30195328
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15646897     0.07845135     0.14968215     0.19174811     0.81337546 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84535970     0.83037167     0.79038404     0.77980358     0.89712195 
Accuracy.Time2 Accuracy.Time3 
    0.79600591     0.72315484 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  947.5281 2615.9860 4564.0655 1850.1642 1163.0481 1539.7848  845.8115
 [8] 1999.5261 1401.7867 1449.0310
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7812119 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1      Time2        Time3
 [1,] 0.6273958 0.05427942 8.680419e-06
 [2,] 0.9406731 0.68232608 2.167544e-01
 [3,] 0.9801081 0.88198740 6.051312e-01
 [4,] 0.8849106 0.46571616 4.704194e-02
 [5,] 0.7338767 0.14459209 4.370973e-04
 [6,] 0.8381746 0.33177279 1.211611e-02
 [7,] 0.5570814 0.02582212 4.445978e-07
 [8,] 0.9006088 0.51981790 7.301379e-02
 [9,] 0.8081593 0.26415325 4.868821e-03
[10,] 0.8192766 0.28770082 6.851164e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.25331240     0.07831087     0.18336295     0.36528268     0.81337546 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84535970     0.83037167     0.79038404     0.69532965     0.89222182 
Accuracy.Time2 Accuracy.Time3 
    0.76350945     0.57566491 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1160.2280  7015.7680 18810.4188  3797.7015  1668.2529  2742.8548
 [7]   948.7475  4357.7992  2322.4360  2462.9360
... with 195 more values
Distribution: weibull
  C-Index 
0.7812119 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5688615 0.2045879 0.03113126
 [2,] 0.9286635 0.8120667 0.63433216
 [3,] 0.9759795 0.9338964 0.86110538
 [4,] 0.8624687 0.6595659 0.40252888
 [5,] 0.6876881 0.3488294 0.09997595
 [6,] 0.8076583 0.5483388 0.26879090
 [7,] 0.4926494 0.1365110 0.01285261
 [8,] 0.8810176 0.7002482 0.45881128
 [9,] 0.7727922 0.4843303 0.20490045
[10,] 0.7856750 0.5073858 0.22683189
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15926489     0.07848241     0.15046011     0.19686074     0.81337546 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84535970     0.83037167     0.79038404     0.78369515     0.89712195 
Accuracy.Time2 Accuracy.Time3 
    0.80708957     0.72428778 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1160.2280  7015.7680 18810.4188  3797.7015  1668.2529  2742.8548
 [7]   948.7475  4357.7992  2322.4360  2462.9360
... with 195 more values
Distribution: weibull
  C-Index 
0.7812119 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6441983 0.2336514 0.05111934
 [2,] 0.9439403 0.8263425 0.67697772
 [3,] 0.9812252 0.9392584 0.87971018
 [4,] 0.8910659 0.6829497 0.45844680
 [5,] 0.7468637 0.3809802 0.13894871
 [6,] 0.8466051 0.5766257 0.32432195
 [7,] 0.5758684 0.1612744 0.02394968
 [8,] 0.9059697 0.7214504 0.51286313
 [9,] 0.8179772 0.5146351 0.25701221
[10,] 0.8285876 0.5370384 0.28041572
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15679288     0.07849204     0.14973818     0.19234605     0.81337546 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84535970     0.83037167     0.79038404     0.78502028     0.89222182 
Accuracy.Time2 Accuracy.Time3 
    0.78698781     0.74095914 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1160.2280  7015.7680 18810.4188  3797.7015  1668.2529  2742.8548
 [7]   948.7475  4357.7992  2322.4360  2462.9360
... with 195 more values
Distribution: weibull
  C-Index 
0.7812119 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6441092 0.2336190 0.05111227
 [2,] 0.9439232 0.8263275 0.67696544
 [3,] 0.9812193 0.9392528 0.87970494
 [4,] 0.8910336 0.6829249 0.45843017
 [5,] 0.7467951 0.3809452 0.13893595
 [6,] 0.8465608 0.5765955 0.32430497
 [7,] 0.5757685 0.1612464 0.02394552
 [8,] 0.9059415 0.7214280 0.51284720
 [9,] 0.8179255 0.5146026 0.25699597
[10,] 0.8285386 0.5370066 0.28039914
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15679309     0.07849082     0.14973851     0.19234675     0.81337546 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.84535970     0.83037167     0.79038404     0.78502028     0.89222182 
Accuracy.Time2 Accuracy.Time3 
    0.78698781     0.74095914 

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 
     0.7850203      0.8922218      0.7869878      0.7409591 
Model: CForestModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1999.872 4159.634 3888.718 3011.814 2037.128 2508.103 2165.061 3057.636
 [9] 2076.121 1801.883
... with 195 more values
Distribution: empirical
  C-Index 
0.8186849 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5359526 0.3750707 0.3210772
 [2,] 0.9047941 0.8201908 0.6390293
 [3,] 0.9926126 0.8655233 0.4643571
 [4,] 0.8805574 0.6526453 0.3634617
 [5,] 0.6033050 0.3301256 0.2486709
 [6,] 0.7204362 0.4372061 0.3230060
 [7,] 0.6037437 0.4294217 0.3796768
 [8,] 0.8630665 0.6799696 0.2877586
 [9,] 0.6031451 0.3370344 0.2570627
[10,] 0.6202263 0.3199027 0.1976258
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11817264     0.06483697     0.12862186     0.13323737     0.89636126 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91980037     0.88901871     0.89139114     0.82344443     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82282639     0.79435216 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1624.509 8647.588 8003.667 3701.985 1922.392 2729.576 1919.944 4408.745
 [9] 1923.153 1744.274
... with 195 more values
Distribution: exponential
  C-Index 
0.8244382 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.6380322 0.3251670 0.1057336
 [2,] 0.9190483 0.8097405 0.6556796
 [3,] 0.9128276 0.7961079 0.6337879
 [4,] 0.8210334 0.6108042 0.3730818
 [5,] 0.6840425 0.3869971 0.1497667
 [6,] 0.7653356 0.5124244 0.2625788
 [7,] 0.6837114 0.3865290 0.1494047
 [8,] 0.8474021 0.6610340 0.4369660
 [9,] 0.6841453 0.3871424 0.1498793
[10,] 0.6580251 0.3512418 0.1233708
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12782872     0.07752002     0.13787730     0.14192305     0.87464468 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.87913025     0.87437539     0.87301202     0.79880294     0.89067358 
Accuracy.Time2 Accuracy.Time3 
    0.81153877     0.75441319 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1469.759 4624.737 3957.341 2830.314 2015.897 2396.763 1639.126 2773.535
 [9] 1998.858 1635.192
... with 195 more values
Distribution: rayleigh
C-Index 
0.81561 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2       Time3
 [1,] 0.8238632 0.2979163 0.007877299
 [2,] 0.9806215 0.8848791 0.613106326
 [3,] 0.9736283 0.8461696 0.512660222
 [4,] 0.9490938 0.7214101 0.270850034
 [5,] 0.9021351 0.5253485 0.076171071
 [6,] 0.9297316 0.6342126 0.161785467
 [7,] 0.8557477 0.3777120 0.020353695
 [8,] 0.9470450 0.7117317 0.256605120
 [9,] 0.9005458 0.5195906 0.072886186
[10,] 0.8551058 0.3759447 0.019975420
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12235569     0.08968187     0.14167866     0.12383144     0.86317887 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.86540278     0.86376432     0.86193804     0.80231803     0.89067358 
Accuracy.Time2 Accuracy.Time3 
    0.78892021     0.77501450 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  2074.712 29166.253  3506.474  3960.908  2079.824  3020.063  2540.319
 [8]  4049.154  2108.277  1800.080
... with 195 more values
Distribution: weibull
  C-Index 
0.7830416 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5856886 0.3505366 0.1748609
 [2,] 0.8609095 0.7741516 0.6811324
 [3,] 0.9894356 0.8821144 0.4439737
 [4,] 0.8060869 0.6041543 0.3836759
 [5,] 0.6384444 0.3797429 0.1768470
 [6,] 0.7340978 0.5036349 0.2855137
 [7,] 0.6306883 0.4052055 0.2224977
 [8,] 0.8587690 0.6639189 0.4206684
 [9,] 0.6359696 0.3807461 0.1803270
[10,] 0.6448401 0.3535925 0.1358014
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12599760     0.07811356     0.14947193     0.13106662     0.86637403 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.90107755     0.85450761     0.85961248     0.78790299     0.88207847 
Accuracy.Time2 Accuracy.Time3 
    0.79037882     0.74874729 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  2074.712 29166.253  3506.474  3960.908  2079.824  3020.063  2540.319
 [8]  4049.154  2108.277  1800.080
... with 195 more values
Distribution: weibull
  C-Index 
0.7830416 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5359526 0.3750707 0.3210772
 [2,] 0.9047941 0.8201908 0.6390293
 [3,] 0.9926126 0.8655233 0.4643571
 [4,] 0.8805574 0.6526453 0.3634617
 [5,] 0.6033050 0.3301256 0.2486709
 [6,] 0.7204362 0.4372061 0.3230060
 [7,] 0.6037437 0.4294217 0.3796768
 [8,] 0.8630665 0.6799696 0.2877586
 [9,] 0.6031451 0.3370344 0.2570627
[10,] 0.6202263 0.3199027 0.1976258
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11817264     0.06483697     0.12862186     0.13323737     0.89636126 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91980037     0.88901871     0.89139114     0.82344443     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82282639     0.79435216 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  2074.712 29166.253  3506.474  3960.908  2079.824  3020.063  2540.319
 [8]  4049.154  2108.277  1800.080
... with 195 more values
Distribution: weibull
  C-Index 
0.7830416 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5359526 0.3750707 0.3210772
 [2,] 0.9047941 0.8201908 0.6390293
 [3,] 0.9926126 0.8655233 0.4643571
 [4,] 0.8805574 0.6526453 0.3634617
 [5,] 0.6033050 0.3301256 0.2486709
 [6,] 0.7204362 0.4372061 0.3230060
 [7,] 0.6037437 0.4294217 0.3796768
 [8,] 0.8630665 0.6799696 0.2877586
 [9,] 0.6031451 0.3370344 0.2570627
[10,] 0.6202263 0.3199027 0.1976258
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.11817264     0.06483697     0.12862186     0.13323737     0.89636126 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.91980037     0.88901871     0.89139114     0.82344443     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.82282639     0.79435216 

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 
     0.8234444      0.8971021      0.8228264      0.7943522 
Model: SurvRegModel 

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

> models <- c(BARTModel(), BlackBoostModel(), GAMBoostModel(baselearner = "bols"),
+ GLMBoostModel(), GLMNetModel(lambda = 0.05), RangerModel(), RPartModel())
> for (model in models) {
+   test_predict_defaults(fo, df, model = model)
+ }
Model: BARTModel 
*****In main of C++ for bart prediction
tc (threadcount): 1
number of bart draws: 1000
number of trees in bart sum: 50
number of x columns: 6
from x,np,p: 6, 39770
***using serial code
--- SurvMeans object -----------------------------------------------------------
 [1]  2233.543 10459.134 11301.713  6631.367  1706.587  3491.165  2126.658
 [8]  3901.215  1713.569  3239.297
... with 195 more values
Distribution: weibull
 C-Index 
0.805084 
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] 2.543459e+03 1.515138e+10 2.333795e+04 2.920812e+03 1.278884e+03
 [6] 1.156635e+03 4.756231e+03 2.864193e+03 1.245019e+03 1.605981e+03
... with 195 more values
Distribution: weibull
  C-Index 
0.8730888 
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 

