getHyperParameter returns the current hyper parameter in a Cyclops model fit object
getHyperParameter(object)A Cyclops model fit object
#Generate some simulated data:
sim <- simulateCyclopsData(nstrata = 1, nrows = 1000, ncovars = 2, eCovarsPerRow = 0.5,
model = "poisson")
#> Sparseness = 76.45 %
cyclopsData <- convertToCyclopsData(sim$outcomes, sim$covariates, modelType = "pr",
addIntercept = TRUE)
#> Sorting covariates by covariateId and rowId
#Define the prior and control objects to use cross-validation for finding the
#optimal hyperparameter:
prior <- createPrior("laplace", exclude = 0, useCrossValidation = TRUE)
control <- createControl(cvType = "auto", noiseLevel = "quiet")
#Fit the model
fit <- fitCyclopsModel(cyclopsData,prior = prior, control = control)
#> Using cross-validation selector type byRow
#> Performing 10-fold cross-validation [seed = 1698789251] with data partitions of sizes 100 100 100 100 100 100 100 100 100 100
#> Using 1 thread(s)
#> Starting var = 0.2355 (default)
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #1 Rep #1 pred log like = 1071.67
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #2 Rep #1 pred log like = 887.72
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #3 Rep #1 pred log like = 989.777
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #4 Rep #1 pred log like = 1248.9
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #5 Rep #1 pred log like = 1083.64
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #7 Rep #1 pred log like = 1009.42
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #8 Rep #1 pred log like = 927.842
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #9 Rep #1 pred log like = 1098.02
#> Running at Laplace(2.9142) None Grid-point #1 at 0.2355 Fold #10 Rep #1 pred log like = 1089.69
#> AvgPred = 1049.11 with stdev = 96.3088
#> Completed at 0.2355
#> Next point at 2.355 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#>
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #1 Rep #1 pred log like = 1071.67
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #2 Rep #1 pred log like = 887.711
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #3 Rep #1 pred log like = 989.76
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #4 Rep #1 pred log like = 1248.86
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #7 Rep #1 pred log like = 1009.42
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #8 Rep #1 pred log like = 927.82
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #9 Rep #1 pred log like = 1098
#> Running at Laplace(0.921551) None Grid-point #2 at 2.355 Fold #10 Rep #1 pred log like = 1089.79
#> AvgPred = 1049.11 with stdev = 96.3073
#> Completed at 2.355
#> Next point at 23.55 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#>
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #2 Rep #1 pred log like = 887.709
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #3 Rep #1 pred log like = 989.755
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #4 Rep #1 pred log like = 1248.84
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #8 Rep #1 pred log like = 927.813
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #9 Rep #1 pred log like = 1097.99
#> Running at Laplace(0.29142) None Grid-point #3 at 23.55 Fold #10 Rep #1 pred log like = 1089.83
#> AvgPred = 1049.11 with stdev = 96.3071
#> Completed at 23.55
#> Next point at 235.5 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#>
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #2 Rep #1 pred log like = 887.708
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #3 Rep #1 pred log like = 989.753
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #4 Rep #1 pred log like = 1248.84
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #8 Rep #1 pred log like = 927.81
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(0.0921551) None Grid-point #4 at 235.5 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 235.5
#> Next point at 2355 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#>
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #8 Rep #1 pred log like = 927.81
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(0.029142) None Grid-point #5 at 2355 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2355
#> Next point at 23550 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#>
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(0.00921551) None Grid-point #6 at 23550 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 23550
#> Next point at 235500 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#>
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(0.0029142) None Grid-point #7 at 235500 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 235500
#> Next point at 2.355e+06 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#>
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(0.000921551) None Grid-point #8 at 2.355e+06 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+06
#> Next point at 2.355e+07 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#>
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(0.00029142) None Grid-point #9 at 2.355e+07 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+07
#> Next point at 2.355e+08 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#>
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(9.21551e-05) None Grid-point #10 at 2.355e+08 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+08
#> Next point at 2.355e+09 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#>
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(2.9142e-05) None Grid-point #11 at 2.355e+09 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+09
#> Next point at 2.355e+10 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#>
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(9.21551e-06) None Grid-point #12 at 2.355e+10 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+10
#> Next point at 2.355e+11 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#>
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(2.9142e-06) None Grid-point #13 at 2.355e+11 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+11
#> Next point at 2.355e+12 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#>
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(9.21551e-07) None Grid-point #14 at 2.355e+12 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+12
#> Next point at 2.355e+13 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#>
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(2.9142e-07) None Grid-point #15 at 2.355e+13 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+13
#> Next point at 2.355e+14 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#>
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(9.21551e-08) None Grid-point #16 at 2.355e+14 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+14
#> Next point at 2.355e+15 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#> search[ 2.355e+14 ] = 1049.11(96.307)
#>
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(2.9142e-08) None Grid-point #17 at 2.355e+15 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+15
#> Next point at 2.355e+16 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#> search[ 2.355e+14 ] = 1049.11(96.307)
#> search[ 2.355e+15 ] = 1049.11(96.307)
#>
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(9.21551e-09) None Grid-point #18 at 2.355e+16 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+16
#> Next point at 2.355e+17 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#> search[ 2.355e+14 ] = 1049.11(96.307)
#> search[ 2.355e+15 ] = 1049.11(96.307)
#> search[ 2.355e+16 ] = 1049.11(96.307)
#>
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(2.9142e-09) None Grid-point #19 at 2.355e+17 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+17
#> Next point at 2.355e+18 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#> search[ 2.355e+14 ] = 1049.11(96.307)
#> search[ 2.355e+15 ] = 1049.11(96.307)
#> search[ 2.355e+16 ] = 1049.11(96.307)
#> search[ 2.355e+17 ] = 1049.11(96.307)
#>
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(9.21551e-10) None Grid-point #20 at 2.355e+18 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+18
#> Next point at 2.355e+19 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#> search[ 2.355e+14 ] = 1049.11(96.307)
#> search[ 2.355e+15 ] = 1049.11(96.307)
#> search[ 2.355e+16 ] = 1049.11(96.307)
#> search[ 2.355e+17 ] = 1049.11(96.307)
#> search[ 2.355e+18 ] = 1049.11(96.307)
#>
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(2.9142e-10) None Grid-point #21 at 2.355e+19 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+19
#> Next point at 2.355e+20 with value 0 and continue = 1
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#> search[ 2.355e+14 ] = 1049.11(96.307)
#> search[ 2.355e+15 ] = 1049.11(96.307)
#> search[ 2.355e+16 ] = 1049.11(96.307)
#> search[ 2.355e+17 ] = 1049.11(96.307)
#> search[ 2.355e+18 ] = 1049.11(96.307)
#> search[ 2.355e+19 ] = 1049.11(96.307)
#>
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #1 Rep #1 pred log like = 1071.68
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #2 Rep #1 pred log like = 887.707
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #3 Rep #1 pred log like = 989.752
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #4 Rep #1 pred log like = 1248.83
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #5 Rep #1 pred log like = 1083.66
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #6 Rep #1 pred log like = 1084.42
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #7 Rep #1 pred log like = 1009.43
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #8 Rep #1 pred log like = 927.809
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #9 Rep #1 pred log like = 1097.98
#> Running at Laplace(9.21551e-11) None Grid-point #22 at 2.355e+20 Fold #10 Rep #1 pred log like = 1089.84
#> AvgPred = 1049.11 with stdev = 96.307
#> Completed at 2.355e+20
#> Next point at 5.19595e+12 with value 1049.11 and continue = 0
#> search[ 0.2355 ] = 1049.11(96.3088)
#> search[ 2.355 ] = 1049.11(96.3073)
#> search[ 23.55 ] = 1049.11(96.3071)
#> search[ 235.5 ] = 1049.11(96.307)
#> search[ 2355 ] = 1049.11(96.307)
#> search[ 23550 ] = 1049.11(96.307)
#> search[ 235500 ] = 1049.11(96.307)
#> search[ 2.355e+06 ] = 1049.11(96.307)
#> search[ 2.355e+07 ] = 1049.11(96.307)
#> search[ 2.355e+08 ] = 1049.11(96.307)
#> search[ 2.355e+09 ] = 1049.11(96.307)
#> search[ 2.355e+10 ] = 1049.11(96.307)
#> search[ 2.355e+11 ] = 1049.11(96.307)
#> search[ 2.355e+12 ] = 1049.11(96.307)
#> search[ 2.355e+13 ] = 1049.11(96.307)
#> search[ 2.355e+14 ] = 1049.11(96.307)
#> search[ 2.355e+15 ] = 1049.11(96.307)
#> search[ 2.355e+16 ] = 1049.11(96.307)
#> search[ 2.355e+17 ] = 1049.11(96.307)
#> search[ 2.355e+18 ] = 1049.11(96.307)
#> search[ 2.355e+19 ] = 1049.11(96.307)
#> search[ 2.355e+20 ] = 1049.11(96.307)
#>
#>
#> Maximum predicted log likelihood (1049.11) estimated at:
#> 5.19595e+12 (variance)
#> 6.20415e-07 (lambda)
#>
#> Fitting model at optimal hyperparameter
#> Using prior: Laplace(6.20415e-07) None
#Find out what the optimal hyperparameter was:
getHyperParameter(fit)
#> [1] 5.19595e+12
#Extract the current log-likelihood, and coefficients
logLik(fit)
#> 'log Lik.' -2307.763 (df=3)
coef(fit)
#> (Intercept) 1 2
#> -3.54550102 0.31433174 -0.03279651
#We can only retrieve the confidence interval for unregularized coefficients:
confint(fit, c(0))
#> Using 1 thread(s)
#> covariate 2.5 % 97.5 % evaluations
#> (Intercept) 0 -3.573019 -3.518211 22