Deep Neural Network with DBN Pretraining Learner
Source:R/learner_deepnet_classif_dbnDNN.R
mlr_learners_classif.dbnDNN.RdDeep neural network with weights initialized by a deep belief network.
Calls deepnet::dbn.dnn.train() from deepnet.
This learner works with tasks that have at least two features.
Parameters
| Id | Type | Default | Levels | Range |
| hidden | untyped | - | - | |
| activationfun | character | - | sigm, linear, tanh | - |
| learningrate | numeric | - | \([0, \infty)\) | |
| momentum | numeric | - | \([0, \infty)\) | |
| learningrate_scale | numeric | - | \([0, \infty)\) | |
| numepochs | integer | - | \([1, \infty)\) | |
| batchsize | integer | - | \([1, \infty)\) | |
| output | character | - | sigm, linear, softmax | - |
| hidden_dropout | numeric | - | \([0, 1]\) | |
| visible_dropout | numeric | - | \([0, 1]\) | |
| cd | integer | - | \([1, \infty)\) |
References
Rong X (2014). deepnet: Deep Learning Toolkit in R. R package version 0.2.1, https://CRAN.R-project.org/package=deepnet.
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifDbnDNN
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Examples
# Define the Learner
learner = lrn("classif.dbnDNN")
print(learner)
#>
#> ── <LearnerClassifDbnDNN> (classif.dbnDNN): Deep Belief Network DNN ────────────
#> • Model: -
#> • Parameters: hidden=10, activationfun=sigm, learningrate=0.8, momentum=0.5,
#> learningrate_scale=1, numepochs=3, batchsize=100, output=softmax,
#> hidden_dropout=0, visible_dropout=0, cd=1
#> • Packages: mlr3 and deepnet
#> • Predict Types: [response] and prob
#> • Feature Types: integer and numeric
#> • Encapsulation: none (fallback: -)
#> • Properties: multiclass and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
#> begin to train dbn ......
#> training layer 1 rbm ...
#> dbn has been trained.
#> begin to train deep nn ......
#> deep nn has been trained.
print(learner$model)
#> $input_dim
#> [1] 60
#>
#> $output_dim
#> [1] 2
#>
#> $hidden
#> [1] 10
#>
#> $size
#> [1] 60 10 2
#>
#> $activationfun
#> [1] "sigm"
#>
#> $learningrate
#> [1] 0.8
#>
#> $momentum
#> [1] 0.5
#>
#> $learningrate_scale
#> [1] 1
#>
#> $hidden_dropout
#> [1] 0
#>
#> $visible_dropout
#> [1] 0
#>
#> $output
#> [1] "softmax"
#>
#> $W
#> $W[[1]]
#> V1 V10 V11 V12 V13 V14
#> [1,] -0.2167696 -0.10960685 -0.13022563 -0.016542914 -0.10385349 0.004625369
#> [2,] -0.2921201 -0.23028946 -0.04333362 -0.135574954 0.01579405 -0.160499599
#> [3,] -0.2833392 -0.17996749 -0.20849101 -0.069760713 -0.14185905 -0.169397478
#> [4,] -0.2889879 -0.10675763 -0.10827447 -0.189376116 -0.18634217 -0.148410013
#> [5,] -0.3795198 -0.05170446 0.01696799 0.009917886 -0.02953792 0.036066359
#> [6,] -0.3325112 -0.01072677 -0.02753534 -0.051039143 -0.08960229 -0.036741298
#> [7,] -0.3045451 -0.06588035 -0.14771727 -0.144800463 -0.03743549 -0.124970223
#> [8,] -0.3414685 -0.12070963 -0.10113925 -0.132413488 -0.04757368 -0.043736294
#> [9,] -0.3318534 -0.02403107 -0.07372182 0.045188354 0.02367781 0.029357580
#> [10,] -0.3224595 -0.15002949 -0.13270550 0.026699092 -0.05254912 0.003754935
#> V15 V16 V17 V18 V19
#> [1,] 0.03296578 -0.003280845 0.0023067222 -0.0656714531 0.10448992
#> [2,] -0.02453679 -0.044794374 0.0068907089 -0.1650668524 -0.13805541
#> [3,] -0.15774169 -0.005268111 -0.0001939069 -0.1007450195 -0.08434516
#> [4,] -0.15522175 -0.013142933 0.0158911037 -0.1205274397 -0.08152688
#> [5,] -0.01533273 -0.003013008 0.0226811961 0.0308916406 0.05330820
#> [6,] -0.04526914 -0.009261995 0.0988664796 -0.0007554137 0.17100233
#> [7,] -0.15467686 -0.128164026 -0.1372594964 -0.0606499479 -0.03125249
#> [8,] -0.17404297 -0.068209994 -0.0601110529 -0.0016925020 -0.04618426
#> [9,] 0.01590149 -0.042735824 -0.0214858212 0.1022112846 0.04516477
#> [10,] 0.02977728 0.021705901 0.1137928744 0.0344259428 0.05980634
#> V2 V20 V21 V22 V23 V24
#> [1,] -0.1855040 0.065726435 -0.01058122 0.06248617 0.03681892 0.13910759
#> [2,] -0.1894030 -0.030014978 -0.04201012 0.07118444 -0.07569409 0.10491562
#> [3,] -0.3476777 -0.110097344 0.02335151 -0.10055503 0.01000771 -0.05426770
#> [4,] -0.3794547 -0.075606023 -0.09131838 -0.05428430 0.08865749 0.11468991
#> [5,] -0.3795045 0.059761094 0.07580348 0.08551377 0.14940628 0.15254109
#> [6,] -0.2874434 0.097706607 0.17840789 0.14606205 0.08871114 0.26246855
#> [7,] -0.1874924 0.007873746 0.01429840 -0.05784108 0.06227580 -0.01191071
#> [8,] -0.2556732 -0.045213497 0.09058303 0.14711481 0.06690560 0.09002809
#> [9,] -0.2442440 0.190748204 0.14693339 0.07847115 0.15083091 0.14756949
#> [10,] -0.3107317 -0.001156737 0.15198901 0.08531288 0.18568112 0.09120537
#> V25 V26 V27 V28 V29 V3
#> [1,] 0.22452233 0.2151042 0.35869145 0.299752260 0.296680312 -0.2443751
#> [2,] 0.15048846 0.1839268 0.02126103 0.013850816 0.078941626 -0.3061415
#> [3,] 0.08209014 0.1336274 -0.04334203 -0.026916832 -0.043687589 -0.2622274
#> [4,] 0.05129187 0.1325566 0.01920601 -0.011137121 0.043698532 -0.2552743
#> [5,] 0.25618427 0.2349619 0.10959109 0.118669230 0.002241916 -0.3545168
#> [6,] 0.13299296 0.1350020 0.22239377 0.167072839 0.066057044 -0.2926303
#> [7,] 0.10486716 0.1123104 0.06762746 0.070226919 0.228982791 -0.1567240
#> [8,] 0.03363512 0.1597782 0.20005783 0.221367728 0.142653045 -0.3604404
#> [9,] 0.11433493 0.2270866 0.28616404 0.151034254 0.069884599 -0.3005094
#> [10,] 0.20105836 0.1105321 0.09385015 0.006039611 -0.031384181 -0.3057083
#> V30 V31 V32 V33 V34
#> [1,] 0.204870795 0.04080839 0.126757376 0.106172679 0.09614675
#> [2,] 0.062051667 0.04320494 -0.030872364 -0.004672093 -0.04998416
#> [3,] -0.099066768 -0.14160769 -0.060545151 -0.108553349 -0.01665312
#> [4,] -0.014347455 -0.16183451 -0.073383445 -0.172684398 -0.11702416
#> [5,] 0.086510495 0.07598079 0.081558187 -0.102348048 -0.09649386
#> [6,] 0.160114602 0.05691864 0.005189999 -0.020237413 0.08392046
#> [7,] 0.032722171 0.11176458 0.008872150 0.096230272 0.11606340
#> [8,] 0.146971823 0.09682581 0.120446241 -0.005772891 -0.07757651
#> [9,] -0.009579868 0.04800961 -0.084717668 -0.132210577 -0.03504685
#> [10,] 0.012031851 0.02694463 -0.056031411 -0.027306733 -0.03773745
#> V35 V36 V37 V38 V39 V4
#> [1,] 0.072329576 0.060894267 0.052181399 0.05152630 -0.09095419 -0.3428218
#> [2,] -0.091860954 -0.128976960 -0.025174254 -0.06531825 -0.17386231 -0.2627719
#> [3,] 0.002870876 -0.046303060 -0.025690630 -0.13300999 -0.12787352 -0.3351378
#> [4,] 0.010775823 -0.081135372 -0.147964518 -0.02983426 -0.10959324 -0.1789256
#> [5,] -0.148876038 -0.124999397 -0.148944104 -0.10843931 -0.06568807 -0.2032899
#> [6,] 0.016397494 -0.069220171 -0.116636125 0.04421645 0.04811735 -0.2849618
#> [7,] 0.031292328 0.003715482 0.119015384 -0.06604946 0.07386724 -0.3326287
#> [8,] -0.094509095 -0.062621683 -0.008869487 -0.08220122 -0.06707473 -0.3783103
#> [9,] -0.114838838 0.005615174 -0.090002485 -0.15345555 -0.01575534 -0.2229731
#> [10,] -0.117177338 -0.031769714 -0.151613837 -0.03061027 -0.05720179 -0.2029908
#> V40 V41 V42 V43 V44
#> [1,] 0.041050210 -0.089899500 -0.128300171 -0.06098947 0.03419226
#> [2,] -0.141604420 -0.067829390 -0.012498693 -0.13534563 -0.20971540
#> [3,] -0.104125717 -0.158359466 -0.135823270 -0.22272105 -0.07909321
#> [4,] -0.068767266 -0.082154139 -0.129573333 -0.13083084 -0.24279149
#> [5,] -0.123692465 -0.043584059 -0.041314566 -0.14836624 -0.15395359
#> [6,] -0.026602496 -0.006664045 0.008970388 -0.12492355 -0.06484393
#> [7,] -0.102821469 -0.088668362 -0.015625687 0.03062364 -0.02391094
#> [8,] -0.126211197 -0.174652092 -0.059784011 -0.08679746 -0.12172023
#> [9,] -0.002254159 -0.006579010 -0.217642227 -0.07907936 -0.04754383
#> [10,] -0.045758215 -0.077613601 -0.047882475 -0.02971543 -0.16749158
#> V45 V46 V47 V48 V49 V5
#> [1,] -0.14800853 -0.06114243 -0.08129379 -0.20730399 -0.3362678 -0.3256658
#> [2,] -0.18188069 -0.14400892 -0.17070903 -0.32084974 -0.2884329 -0.2073996
#> [3,] -0.22687133 -0.10061993 -0.18165987 -0.33096545 -0.2976558 -0.1470227
#> [4,] -0.10259888 -0.25900255 -0.17676876 -0.24020908 -0.2537584 -0.1765651
#> [5,] -0.14121422 -0.18596467 -0.27892629 -0.25529881 -0.2176085 -0.2058819
#> [6,] 0.02721077 -0.11842874 -0.18596627 -0.08915513 -0.2196574 -0.1095102
#> [7,] -0.03456531 -0.12749830 -0.20103712 -0.12272864 -0.3490724 -0.2577042
#> [8,] -0.11639354 -0.27848167 -0.17234057 -0.22684111 -0.3489841 -0.3464457
#> [9,] -0.09515344 -0.18910047 -0.11531832 -0.14845433 -0.2087149 -0.2576929
#> [10,] -0.10172258 -0.06006899 -0.15980929 -0.23143983 -0.3156501 -0.2381087
#> V50 V51 V52 V53 V54 V55
#> [1,] -0.2501657 -0.2983784 -0.2948203 -0.3561451 -0.3897160 -0.2378610
#> [2,] -0.2954870 -0.4042541 -0.2146575 -0.3507424 -0.3153146 -0.2986891
#> [3,] -0.1890507 -0.2206403 -0.3232745 -0.3844142 -0.2860515 -0.2701825
#> [4,] -0.2936150 -0.2310069 -0.3950095 -0.3716669 -0.3569300 -0.4108761
#> [5,] -0.3580378 -0.3848793 -0.3689060 -0.3404853 -0.4477325 -0.3365537
#> [6,] -0.1918375 -0.1992436 -0.2813702 -0.3840677 -0.2239953 -0.3221293
#> [7,] -0.3610354 -0.2772725 -0.3378540 -0.2783245 -0.4091468 -0.2754938
#> [8,] -0.4757855 -0.3624556 -0.3850672 -0.3201120 -0.3821167 -0.4105049
#> [9,] -0.3762787 -0.3507899 -0.2998315 -0.2561427 -0.3934671 -0.3315414
#> [10,] -0.2392225 -0.3622262 -0.2449785 -0.3397982 -0.2228558 -0.3260988
#> V56 V57 V58 V59 V6 V60
#> [1,] -0.3662327 -0.3047506 -0.3938136 -0.3319969 -0.1489812 -0.4077803
#> [2,] -0.3137214 -0.3503118 -0.3884370 -0.3591014 -0.1273403 -0.3276572
#> [3,] -0.3778538 -0.1857895 -0.3503971 -0.2688522 -0.1731780 -0.3369110
#> [4,] -0.2799936 -0.3370956 -0.4294960 -0.3586882 -0.2837428 -0.2306184
#> [5,] -0.3544861 -0.3765127 -0.3513985 -0.4674266 -0.2522029 -0.4548559
#> [6,] -0.2881133 -0.2943758 -0.2871535 -0.2720206 -0.2141005 -0.2976735
#> [7,] -0.3186296 -0.3373601 -0.2494432 -0.2395158 -0.1824124 -0.3201071
#> [8,] -0.4463948 -0.4600671 -0.4531965 -0.3727231 -0.2050061 -0.3667385
#> [9,] -0.2236414 -0.3514898 -0.3788611 -0.2345036 -0.1097681 -0.2258681
#> [10,] -0.3677198 -0.3250496 -0.2293250 -0.2639597 -0.1992133 -0.3408059
#> V7 V8 V9
#> [1,] -0.11877212 -0.22001850 -0.12866222
#> [2,] -0.19601687 -0.24099884 -0.08911582
#> [3,] -0.22510983 -0.16166393 -0.09917963
#> [4,] -0.22518512 -0.13470729 -0.19781014
#> [5,] -0.26348612 -0.23514755 -0.09649568
#> [6,] -0.05862761 -0.13090333 -0.12481876
#> [7,] -0.10148620 -0.13105453 -0.16019658
#> [8,] -0.21639427 -0.22775915 -0.18374621
#> [9,] -0.21005623 -0.25099686 -0.17225837
#> [10,] -0.20012387 -0.09209531 -0.16360425
#>
#> $W[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.01511155 -0.1176383 -0.0758376 0.003748756 0.05640507 0.03881467
#> [2,] -0.06929621 0.0421082 0.1491915 0.171300096 0.08166262 -0.09698217
#> [,7] [,8] [,9] [,10]
#> [1,] -0.11683773 -0.11532204 0.05044027 0.05579716
#> [2,] 0.02782417 0.01255732 -0.07666918 0.03798441
#>
#>
#> $vW
#> $vW[[1]]
#> V1 V10 V11 V12 V13
#> [1,] -4.002979e-05 -0.0002515960 -0.0003352816 -0.0001908240 0.0001057553
#> [2,] 2.092839e-04 0.0017062868 0.0020362631 0.0020165491 0.0016145764
#> [3,] 1.392818e-04 0.0012320495 0.0015223471 0.0014124937 0.0008300461
#> [4,] 1.457325e-04 0.0012522264 0.0015161629 0.0014770227 0.0010559457
#> [5,] 1.120944e-04 0.0007842981 0.0008931783 0.0009630693 0.0009828855
#> [6,] -4.277769e-05 -0.0003415737 -0.0004427609 -0.0002361356 0.0001970465
#> [7,] 2.094016e-04 0.0016117353 0.0018863098 0.0018955768 0.0016231347
#> [8,] 1.935386e-04 0.0014759791 0.0017230161 0.0017394408 0.0015064944
#> [9,] -4.507868e-05 -0.0003954512 -0.0005120249 -0.0002622330 0.0002299963
#> [10,] 6.544097e-05 0.0004355015 0.0004705781 0.0005950976 0.0007746642
#> V14 V15 V16 V17 V18
#> [1,] 0.0001439799 0.0002451252 0.0003992608 0.0004950296 0.0004468234
#> [2,] 0.0014073528 0.0011849513 0.0013018715 0.0015661943 0.0019825286
#> [3,] 0.0005443432 0.0003100227 0.0002867846 0.0004643656 0.0008139594
#> [4,] 0.0008347953 0.0006479254 0.0007117576 0.0009154237 0.0012618894
#> [5,] 0.0009695318 0.0009534297 0.0011101369 0.0012696367 0.0014190064
#> [6,] 0.0002861595 0.0004674331 0.0006807900 0.0007970552 0.0007040628
#> [7,] 0.0015110990 0.0013660241 0.0015253748 0.0017782014 0.0021582946
#> [8,] 0.0014054652 0.0012612969 0.0014097748 0.0016484643 0.0019903539
#> [9,] 0.0003393481 0.0005811563 0.0008347610 0.0009711301 0.0008725140
#> [10,] 0.0008106994 0.0008777746 0.0010707201 0.0012218570 0.0013032568
#> V19 V2 V20 V21 V22
#> [1,] 0.0001349023 -1.216446e-05 0.0001205758 0.0001768865 0.0004336203
#> [2,] 0.0028459236 2.315996e-04 0.0028226195 0.0031624086 0.0031013536
#> [3,] 0.0015498183 1.392732e-04 0.0012933379 0.0014306582 0.0013613133
#> [4,] 0.0019490958 1.553437e-04 0.0018008152 0.0020090024 0.0019981030
#> [5,] 0.0016623018 1.424835e-04 0.0017591825 0.0019698588 0.0019963384
#> [6,] 0.0002705891 -7.658660e-06 0.0003486493 0.0003844634 0.0007316025
#> [7,] 0.0029283291 2.362870e-04 0.0029759110 0.0033201385 0.0032325506
#> [8,] 0.0026802455 2.185396e-04 0.0027190746 0.0030508994 0.0029617818
#> [9,] 0.0003435031 -2.645060e-06 0.0004295011 0.0004821729 0.0008841616
#> [10,] 0.0013177357 9.998776e-05 0.0014293980 0.0015965563 0.0017412075
#> V23 V24 V25 V26 V27
#> [1,] 0.0007532524 0.0010360143 0.0012084495 0.0012769585 0.0014360611
#> [2,] 0.0030247935 0.0026850754 0.0022672718 0.0024739282 0.0026727677
#> [3,] 0.0011893830 0.0007002662 0.0001238752 0.0001012381 0.0002416587
#> [4,] 0.0019382819 0.0016015255 0.0011853458 0.0012807391 0.0014482167
#> [5,] 0.0020835931 0.0021025823 0.0020486661 0.0022182620 0.0023792347
#> [6,] 0.0011259561 0.0015250628 0.0017990836 0.0019018791 0.0020911321
#> [7,] 0.0031666506 0.0029119438 0.0025847938 0.0028287536 0.0030105968
#> [8,] 0.0029123849 0.0026697562 0.0023711852 0.0026110610 0.0027927675
#> [9,] 0.0013498503 0.0018387479 0.0021433450 0.0022430492 0.0024673957
#> [10,] 0.0019530393 0.0021248970 0.0021998373 0.0023699297 0.0025590300
#> V28 V29 V3 V30 V31
#> [1,] 0.0013440489 0.0013007698 -3.767095e-05 0.0010132714 0.0011345029
#> [2,] 0.0026743174 0.0021848308 3.074300e-04 0.0016867252 0.0010413518
#> [3,] 0.0002421341 -0.0001365511 2.046042e-04 -0.0002625415 -0.0006136923
#> [4,] 0.0014321787 0.0010289761 2.160609e-04 0.0007008534 0.0002842890
#> [5,] 0.0024095613 0.0022296949 1.651051e-04 0.0018811258 0.0015625614
#> [6,] 0.0020195821 0.0020337814 -4.400913e-05 0.0017014826 0.0018190112
#> [7,] 0.0030377370 0.0026342884 3.022029e-04 0.0021535237 0.0014990598
#> [8,] 0.0028155000 0.0024501168 2.820292e-04 0.0020082935 0.0014081808
#> [9,] 0.0024110968 0.0024888350 -4.092242e-05 0.0021425314 0.0022655830
#> [10,] 0.0025557289 0.0024368705 1.045476e-04 0.0020669542 0.0018748852
#> V32 V33 V34 V35 V36
#> [1,] 0.0009121576 8.858142e-04 0.0011914651 0.0014894341 0.0014650906
#> [2,] 0.0009322919 7.505465e-04 0.0000210928 -0.0005490750 -0.0004888205
#> [3,] -0.0005309484 -6.659986e-04 -0.0014286125 -0.0019663703 -0.0018433078
#> [4,] 0.0002522161 9.683894e-05 -0.0005376474 -0.0010012443 -0.0009288577
#> [5,] 0.0013712989 1.309785e-03 0.0011901727 0.0010938162 0.0010744753
#> [6,] 0.0015199801 1.507947e-03 0.0019512666 0.0023811873 0.0023259229
#> [7,] 0.0013358003 1.215808e-03 0.0006425240 0.0001723219 0.0001978533
#> [8,] 0.0012483440 1.141499e-03 0.0006362372 0.0002162539 0.0002356666
#> [9,] 0.0018898313 1.915880e-03 0.0024658931 0.0029603690 0.0028936670
#> [10,] 0.0016156171 1.571050e-03 0.0016569777 0.0017456015 0.0017016611
#> V37 V38 V39 V4 V40
#> [1,] 1.178660e-03 0.0006018344 0.0002526189 -8.180529e-05 0.0006477329
#> [2,] -2.724488e-05 0.0007459202 0.0013005490 4.115707e-04 0.0008234348
#> [3,] -1.176764e-03 -0.0002652392 0.0003275049 2.803765e-04 -0.0001277688
#> [4,] -4.575542e-04 0.0002210888 0.0007020898 2.909154e-04 0.0003356398
#> [5,] 1.043075e-03 0.0010505372 0.0010770142 2.075954e-04 0.0010129837
#> [6,] 1.835578e-03 0.0010126608 0.0005073708 -1.070401e-04 0.0009856142
#> [7,] 4.984317e-04 0.0010966468 0.0015017307 4.044871e-04 0.0010654563
#> [8,] 4.933204e-04 0.0010297306 0.0013985278 3.760251e-04 0.0010175197
#> [9,] 2.296284e-03 0.0012869505 0.0006542944 -1.149905e-04 0.0012142927
#> [10,] 1.484393e-03 0.0011588033 0.0009713463 1.111950e-04 0.0011040692
#> V41 V42 V43 V44 V45
#> [1,] 0.0005979901 0.0002312254 4.676712e-05 2.452454e-05 -0.0001463257
#> [2,] 0.0008421676 0.0014387884 1.434187e-03 1.217467e-03 0.0012565750
#> [3,] -0.0000256267 0.0006257672 7.050730e-04 6.023876e-04 0.0007077740
#> [4,] 0.0003780666 0.0008940661 9.112141e-04 7.697970e-04 0.0008007307
#> [5,] 0.0009565528 0.0010152875 9.066510e-04 7.572814e-04 0.0007080933
#> [6,] 0.0008610717 0.0003728188 1.464570e-04 1.017145e-04 -0.0001437576
#> [7,] 0.0010173025 0.0014859146 1.448539e-03 1.214535e-03 0.0012240510
#> [8,] 0.0009866136 0.0014075157 1.365120e-03 1.134961e-03 0.0011468039
#> [9,] 0.0010489577 0.0004517070 1.796814e-04 1.205260e-04 -0.0001745716
#> [10,] 0.0010117072 0.0008561961 6.951792e-04 5.702051e-04 0.0004409160
#> V46 V47 V48 V49 V5
#> [1,] -0.0001231114 -7.498221e-05 -0.0001023334 -5.293522e-05 -0.0001012045
#> [2,] 0.0010417249 9.116540e-04 0.0007821828 4.225750e-04 0.0006101669
#> [3,] 0.0006345495 6.310952e-04 0.0005455738 2.874690e-04 0.0004225273
#> [4,] 0.0006922202 6.609173e-04 0.0005668638 3.023124e-04 0.0004422587
#> [5,] 0.0005885431 4.724794e-04 0.0003824014 2.066382e-04 0.0002905579
#> [6,] -0.0001281960 -1.043636e-04 -0.0001495164 -7.583831e-05 -0.0001218298
#> [7,] 0.0010030462 8.461594e-04 0.0007357448 3.971318e-04 0.0005874451
#> [8,] 0.0009377651 7.880062e-04 0.0006849932 3.696797e-04 0.0005396144
#> [9,] -0.0001558943 -1.223409e-04 -0.0001735094 -9.345099e-05 -0.0001352813
#> [10,] 0.0003656308 2.960403e-04 0.0002156689 1.160451e-04 0.0001629347
#> V50 V51 V52 V53 V54
#> [1,] 6.809360e-06 -1.187139e-05 -1.728104e-05 -9.537631e-06 1.815168e-06
#> [2,] 1.079918e-04 1.154944e-04 1.043087e-04 5.957907e-05 6.393690e-05
#> [3,] 4.595800e-05 7.350943e-05 7.030562e-05 3.217854e-05 3.213269e-05
#> [4,] 6.684169e-05 8.067359e-05 7.466702e-05 3.945975e-05 4.177047e-05
#> [5,] 7.390625e-05 6.100246e-05 5.060166e-05 3.397656e-05 3.999844e-05
#> [6,] 1.415512e-05 -1.227713e-05 -1.897918e-05 -4.572586e-06 5.610700e-06
#> [7,] 1.148753e-04 1.127922e-04 1.011490e-04 6.358697e-05 6.792512e-05
#> [8,] 1.076421e-04 1.040834e-04 9.213608e-05 5.753823e-05 6.255254e-05
#> [9,] 1.754266e-05 -1.254239e-05 -2.195152e-05 -4.214428e-06 7.292131e-06
#> [10,] 5.893698e-05 3.905003e-05 2.902804e-05 2.296189e-05 3.108258e-05
#> V55 V56 V57 V58 V59
#> [1,] 1.753030e-05 -5.977553e-06 2.453097e-06 1.071480e-06 2.064095e-07
#> [2,] 1.203419e-05 4.345477e-05 3.223018e-05 3.597821e-05 4.083720e-05
#> [3,] -1.822012e-05 2.327627e-05 9.427116e-06 1.510252e-05 2.014304e-05
#> [4,] -2.525972e-06 2.879307e-05 1.850742e-05 2.195416e-05 2.634811e-05
#> [5,] 2.574416e-05 2.502917e-05 2.568664e-05 2.522160e-05 2.759451e-05
#> [6,] 2.976583e-05 -3.782190e-06 8.631559e-06 4.434210e-06 4.141370e-06
#> [7,] 2.276884e-05 4.585094e-05 3.772144e-05 3.835193e-05 4.363137e-05
#> [8,] 2.116525e-05 4.188494e-05 3.504781e-05 3.589608e-05 4.063632e-05
#> [9,] 3.500872e-05 -3.556981e-06 1.202872e-05 5.147011e-06 6.461598e-06
#> [10,] 2.984336e-05 1.714536e-05 2.278070e-05 2.016451e-05 2.184936e-05
#> V6 V60 V7 V8 V9
#> [1,] 3.934468e-05 -2.463840e-06 0.0001079997 -3.863584e-05 -0.0002056418
#> [2,] 5.908448e-04 4.252152e-05 0.0006052779 7.873575e-04 0.0013566517
#> [3,] 3.104569e-04 2.556257e-05 0.0002763310 4.889820e-04 0.0009359649
#> [4,] 4.049224e-04 2.946680e-05 0.0003980750 5.533896e-04 0.0009702780
#> [5,] 3.603776e-04 2.524445e-05 0.0004111831 4.214402e-04 0.0006383802
#> [6,] 7.700026e-05 -1.906382e-06 0.0001642466 -1.888713e-05 -0.0002628597
#> [7,] 6.022699e-04 4.498612e-05 0.0006361104 7.741558e-04 0.0012893785
#> [8,] 5.494988e-04 4.182673e-05 0.0005815274 7.001722e-04 0.0011843792
#> [9,] 1.120925e-04 -2.892929e-07 0.0002077907 -6.370983e-06 -0.0003002011
#> [10,] 2.941659e-04 1.788128e-05 0.0003606220 2.993302e-04 0.0003645824
#>
#> $vW[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.009577805 0.01468751 0.01485355 0.0146213 0.001344416 0.001289642
#> [2,] -0.009577805 -0.01468751 -0.01485355 -0.0146213 -0.001344416 -0.001289642
#> [,7] [,8] [,9] [,10]
#> [1,] 0.01562933 0.01188718 0.001117427 0.00284807
#> [2,] -0.01562933 -0.01188718 -0.001117427 -0.00284807
#>
#>
#> $B
#> $B[[1]]
#> [1] 0.5800633936 0.3708656829 0.0009292132 0.1951542878 0.6424323319
#> [6] 0.5344474326 0.5665540482 0.4912126831 0.4657615776 0.6212729641
#>
#> $B[[2]]
#> [1] 0.09535353 0.06049133
#>
#>
#> $vB
#> $vB[[1]]
#> [1] 1.684107e-03 3.267491e-03 3.815852e-05 1.586610e-03 3.225224e-03
#> [6] 2.678279e-03 3.958753e-03 3.686005e-03 3.260527e-03 3.406878e-03
#>
#> $vB[[2]]
#> [1] 0.0003157554 -0.0003157554
#>
#>
#> $post
#> $post[[1]]
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18
#> [1,] 0.0067 0.1180 0.0978 0.0909 0.0656 0.0593 0.0832 0.1297 0.2038 0.3811
#> [2,] 0.0238 0.2048 0.2652 0.3100 0.2381 0.1918 0.1430 0.1735 0.1781 0.2852
#> [3,] 0.0264 0.0945 0.1132 0.0840 0.0717 0.1968 0.2633 0.4191 0.5050 0.6711
#> [4,] 0.0039 0.0452 0.0492 0.0996 0.1424 0.1194 0.0628 0.0907 0.1177 0.1429
#> [5,] 0.0095 0.3745 0.4229 0.4499 0.5404 0.4303 0.3333 0.3496 0.3426 0.2851
#> [6,] 0.0231 0.2461 0.2245 0.1520 0.1732 0.3099 0.4380 0.5595 0.6820 0.6164
#> [7,] 0.0087 0.0818 0.1315 0.1862 0.2789 0.2579 0.2240 0.2568 0.2933 0.2991
#> [8,] 0.0158 0.1923 0.2361 0.2719 0.3049 0.2986 0.2226 0.1745 0.2459 0.3100
#> [9,] 0.0269 0.5915 0.6675 0.5679 0.5175 0.3334 0.2002 0.2856 0.2937 0.3424
#> [10,] 0.0195 0.0242 0.0728 0.0639 0.3002 0.3854 0.4767 0.4602 0.3175 0.4160
#> [11,] 0.0283 0.1767 0.1995 0.2869 0.3275 0.3769 0.4169 0.5036 0.6180 0.8025
#> [12,] 0.0353 0.0880 0.1078 0.0979 0.2250 0.2819 0.2099 0.1240 0.1699 0.0939
#> [13,] 0.0115 0.0734 0.0740 0.0622 0.1055 0.1183 0.1721 0.2584 0.3232 0.3817
#> [14,] 0.0629 0.3597 0.5466 0.5205 0.5127 0.5395 0.6558 0.8705 0.9786 0.9335
#> [15,] 0.0308 0.2795 0.3336 0.2940 0.1608 0.3335 0.4985 0.7295 0.7350 0.8253
#> [16,] 0.0130 0.1483 0.1532 0.1100 0.0890 0.1236 0.1197 0.1145 0.2137 0.2838
#> [17,] 0.0216 0.0973 0.1203 0.1102 0.1192 0.1762 0.2390 0.2138 0.1929 0.1765
#> [18,] 0.0108 0.0393 0.1106 0.1412 0.2202 0.2976 0.4116 0.4754 0.5390 0.6279
#> [19,] 0.0388 0.2718 0.3645 0.3934 0.3843 0.4677 0.5364 0.4823 0.4835 0.5862
#> [20,] 0.0025 0.1430 0.0994 0.2250 0.2444 0.3239 0.3039 0.2410 0.0367 0.1672
#> [21,] 0.0132 0.0922 0.1445 0.1475 0.2087 0.2558 0.2603 0.1985 0.2394 0.3134
#> [22,] 0.0522 0.2529 0.2716 0.2374 0.1878 0.0983 0.0683 0.1503 0.1723 0.2339
#> [23,] 0.0762 0.4459 0.4152 0.3952 0.4256 0.4135 0.4528 0.5326 0.7306 0.6193
#> [24,] 0.0189 0.2522 0.2607 0.3710 0.3906 0.2672 0.2716 0.4183 0.6988 0.5733
#> [25,] 0.0272 0.3997 0.3941 0.3309 0.2926 0.1760 0.1739 0.2043 0.2088 0.2678
#> [26,] 0.0731 0.1114 0.1739 0.3160 0.3249 0.2164 0.2031 0.2580 0.1796 0.2422
#> [27,] 0.0131 0.2079 0.2295 0.1990 0.1184 0.1891 0.2949 0.5343 0.6850 0.7923
#> [28,] 0.0365 0.3735 0.3042 0.0387 0.2679 0.5397 0.6204 0.7257 0.8350 0.6888
#> [29,] 0.0491 0.2028 0.0947 0.2497 0.2209 0.3195 0.3340 0.3323 0.2780 0.2975
#> [30,] 0.0352 0.2912 0.2328 0.2237 0.2470 0.1560 0.3491 0.3308 0.2299 0.2203
#> [31,] 0.0180 0.2918 0.3273 0.3035 0.3033 0.2587 0.1682 0.1308 0.2803 0.4519
#> [32,] 0.0156 0.1567 0.2476 0.2783 0.2896 0.2956 0.3189 0.1892 0.1730 0.2226
#> [33,] 0.0368 0.2544 0.2936 0.2935 0.2657 0.3187 0.2794 0.2534 0.1980 0.1929
#> [34,] 0.0790 0.6609 0.5002 0.2583 0.1650 0.4347 0.4515 0.4579 0.3366 0.4000
#> [35,] 0.0261 0.2013 0.2890 0.3650 0.3510 0.3495 0.4325 0.5398 0.6237 0.6876
#> [36,] 0.0223 0.1487 0.1156 0.1654 0.3833 0.3598 0.1713 0.1136 0.0349 0.3796
#> [37,] 0.0298 0.0852 0.2476 0.3645 0.2777 0.2826 0.3237 0.4335 0.5638 0.4555
#> [38,] 0.0177 0.0613 0.1680 0.3476 0.4561 0.5188 0.6308 0.7201 0.5153 0.3818
#> [39,] 0.0131 0.3193 0.3468 0.3738 0.3055 0.1926 0.1385 0.2122 0.2758 0.4576
#> [40,] 0.0094 0.1725 0.2228 0.3106 0.4144 0.5157 0.5369 0.5107 0.6441 0.7326
#> V19 V2 V20 V21 V22 V23 V24 V25 V26 V27
#> [1,] 0.4451 0.0096 0.5224 0.5911 0.6566 0.6308 0.5998 0.4958 0.5647 0.6906
#> [2,] 0.5036 0.0318 0.6166 0.7616 0.8125 0.7793 0.8788 0.8813 0.9470 1.0000
#> [3,] 0.7922 0.0071 0.8381 0.8759 0.9422 1.0000 0.9931 0.9575 0.8647 0.7215
#> [4,] 0.1223 0.0063 0.1104 0.1847 0.3715 0.4382 0.5707 0.6654 0.7476 0.7654
#> [5,] 0.4062 0.0308 0.6833 0.7650 0.6670 0.5703 0.5995 0.6484 0.8614 0.9819
#> [6,] 0.6803 0.0315 0.8435 0.9921 1.0000 0.7983 0.5426 0.3952 0.5179 0.5650
#> [7,] 0.3924 0.0046 0.4691 0.5665 0.6464 0.6774 0.7577 0.8856 0.9419 1.0000
#> [8,] 0.3572 0.0239 0.4283 0.4268 0.3735 0.4585 0.6094 0.7221 0.7595 0.8706
#> [9,] 0.5949 0.0383 0.7526 0.8959 0.8147 0.7109 0.7378 0.7201 0.8254 0.8917
#> [10,] 0.6428 0.0213 1.0000 0.8631 0.5212 0.3156 0.5952 0.7732 0.6042 0.4375
#> [11,] 0.9333 0.0599 0.9399 0.9275 0.9450 0.8328 0.7773 0.7007 0.6154 0.5810
#> [12,] 0.1091 0.0713 0.1410 0.1268 0.3151 0.1430 0.2264 0.5756 0.7876 0.7158
#> [13,] 0.4243 0.0150 0.4217 0.4449 0.4075 0.3306 0.4012 0.4466 0.5218 0.7552
#> [14,] 0.7917 0.1065 0.7383 0.6908 0.3850 0.0671 0.0502 0.2717 0.2839 0.2234
#> [15,] 0.8793 0.0339 0.9657 1.0000 0.8707 0.6471 0.5973 0.8218 0.7755 0.6111
#> [16,] 0.3640 0.0006 0.5430 0.6673 0.7979 0.9273 0.9027 0.9192 1.0000 0.9821
#> [17,] 0.0746 0.0215 0.1265 0.2005 0.1571 0.2605 0.5386 0.8440 1.0000 0.8684
#> [18,] 0.7060 0.0086 0.7918 0.9493 1.0000 0.9645 0.9432 0.8658 0.7895 0.6501
#> [19,] 0.7579 0.0324 0.6997 0.6918 0.8633 0.9107 0.9346 0.7884 0.8585 0.9261
#> [20,] 0.3038 0.0309 0.4069 0.3613 0.1994 0.4611 0.6849 0.7272 0.7152 0.7102
#> [21,] 0.4077 0.0080 0.4529 0.4893 0.5666 0.6234 0.6741 0.8282 0.8823 0.9196
#> [22,] 0.1962 0.0437 0.1395 0.3164 0.5888 0.7631 0.8473 0.9424 0.9986 0.9699
#> [23,] 0.2032 0.0666 0.4636 0.4148 0.4292 0.5730 0.5399 0.3161 0.2285 0.6995
#> [24,] 0.2226 0.0308 0.2631 0.7473 0.7263 0.3393 0.2824 0.6053 0.5897 0.4967
#> [25,] 0.2434 0.0378 0.1839 0.2802 0.6172 0.8015 0.8313 0.8440 0.8494 0.9168
#> [26,] 0.3609 0.1249 0.1810 0.2604 0.6572 0.9734 0.9757 0.8079 0.6521 0.4915
#> [27,] 0.8220 0.0201 0.7290 0.7352 0.7918 0.8057 0.4898 0.1934 0.2924 0.6255
#> [28,] 0.4450 0.1632 0.3921 0.5605 0.7545 0.8311 1.0000 0.8762 0.7092 0.7009
#> [29,] 0.2948 0.0279 0.1729 0.3264 0.3834 0.3523 0.5410 0.5228 0.4475 0.5340
#> [30,] 0.2493 0.0116 0.4128 0.3158 0.6191 0.5854 0.3395 0.2561 0.5599 0.8145
#> [31,] 0.6641 0.0444 0.7683 0.6960 0.4393 0.2432 0.2886 0.4974 0.8172 1.0000
#> [32,] 0.2427 0.0210 0.3149 0.4102 0.3808 0.4896 0.6292 0.7519 0.7985 0.8830
#> [33,] 0.2826 0.0279 0.3245 0.3504 0.3324 0.4217 0.4774 0.4808 0.6325 0.8334
#> [34,] 0.5325 0.0707 0.9010 0.9939 0.3689 0.1012 0.0248 0.2318 0.3981 0.2259
#> [35,] 0.7329 0.0266 0.8107 0.8396 0.8632 0.8747 0.9607 0.9716 0.9121 0.8576
#> [36,] 0.7401 0.0375 0.9925 0.9802 0.8890 0.6712 0.4286 0.3374 0.7366 0.9611
#> [37,] 0.4348 0.0615 0.6433 0.3932 0.1989 0.3540 0.9165 0.9371 0.4620 0.2771
#> [38,] 0.2644 0.0300 0.3345 0.4865 0.6628 0.7389 0.9213 1.0000 0.7750 0.5593
#> [39,] 0.6487 0.0387 0.7154 0.8010 0.7924 0.8793 1.0000 0.9865 0.9474 0.9474
#> [40,] 0.8164 0.0333 0.8856 0.9891 1.0000 0.8750 0.8631 0.9074 0.8674 0.7750
#> V28 V29 V3 V30 V31 V32 V33 V34 V35 V36
#> [1,] 0.8513 1.0000 0.0024 0.9166 0.7676 0.6177 0.5468 0.5516 0.5463 0.5515
#> [2,] 0.9739 0.8446 0.0422 0.6151 0.4302 0.3165 0.2869 0.2017 0.1206 0.0271
#> [3,] 0.5801 0.4964 0.0342 0.4886 0.4079 0.2443 0.1768 0.2472 0.3518 0.3762
#> [4,] 0.8555 0.9720 0.0152 0.9221 0.7502 0.7209 0.7757 0.6055 0.5021 0.4499
#> [5,] 0.9380 0.8435 0.0539 0.6074 0.5403 0.6890 0.5977 0.3244 0.0516 0.3157
#> [6,] 0.3042 0.1881 0.0170 0.3960 0.2286 0.3544 0.4187 0.2398 0.1847 0.3760
#> [7,] 0.8564 0.6790 0.0081 0.5587 0.4147 0.2946 0.2025 0.0688 0.1171 0.2157
#> [8,] 1.0000 0.9815 0.0150 0.7187 0.5848 0.4192 0.3756 0.3263 0.1944 0.1394
#> [9,] 0.9820 0.8179 0.0505 0.4848 0.3203 0.2775 0.2382 0.2911 0.1675 0.3156
#> [10,] 0.5487 0.4720 0.0058 0.6235 0.3851 0.1590 0.3891 0.5294 0.3504 0.4480
#> [11,] 0.4454 0.3707 0.0656 0.2891 0.2185 0.1711 0.3578 0.3947 0.2867 0.2401
#> [12,] 0.5998 0.5583 0.0326 0.6295 0.7659 0.8940 0.8436 0.6807 0.8380 1.0000
#> [13,] 0.9503 1.0000 0.0136 0.9084 0.8283 0.7571 0.7262 0.6152 0.5680 0.5757
#> [14,] 0.1911 0.0408 0.1526 0.2531 0.1979 0.1891 0.2433 0.1956 0.2667 0.1340
#> [15,] 0.4195 0.2990 0.0202 0.1354 0.2438 0.5624 0.5555 0.6963 0.7298 0.7022
#> [16,] 0.9092 0.8184 0.0088 0.6962 0.5900 0.5447 0.5142 0.5389 0.5531 0.5318
#> [17,] 0.6742 0.5537 0.0273 0.4638 0.3609 0.2055 0.1620 0.2092 0.3100 0.2344
#> [18,] 0.4492 0.4739 0.0058 0.6153 0.4929 0.3195 0.3735 0.3336 0.1052 0.0671
#> [19,] 0.7080 0.5779 0.0688 0.5215 0.4505 0.3129 0.1448 0.1046 0.1820 0.1519
#> [20,] 0.8516 1.0000 0.0171 0.7690 0.4841 0.3717 0.6096 0.5110 0.2586 0.0916
#> [21,] 0.8965 0.7549 0.0188 0.6736 0.6463 0.5007 0.3663 0.2298 0.1362 0.2123
#> [22,] 1.0000 0.8630 0.0180 0.6979 0.7717 0.7305 0.5197 0.1786 0.1098 0.1446
#> [23,] 1.0000 0.7262 0.0481 0.4724 0.5103 0.5459 0.2881 0.0981 0.1951 0.4181
#> [24,] 0.8616 0.8339 0.0197 0.4084 0.2268 0.1745 0.0507 0.1588 0.3040 0.1369
#> [25,] 1.0000 0.7896 0.0488 0.5371 0.6472 0.6505 0.4959 0.2175 0.0990 0.0434
#> [26,] 0.5363 0.7649 0.1665 0.5250 0.5101 0.4219 0.4160 0.1906 0.0223 0.4219
#> [27,] 0.8546 0.8966 0.0045 0.7821 0.5168 0.4840 0.4038 0.3411 0.2849 0.2353
#> [28,] 0.5014 0.3942 0.1636 0.4456 0.4072 0.0773 0.1423 0.0401 0.3597 0.6847
#> [29,] 0.5323 0.3907 0.0592 0.3456 0.4091 0.4639 0.5580 0.5727 0.6355 0.7563
#> [30,] 0.6941 0.6985 0.0191 0.8660 0.5930 0.3664 0.6750 0.8697 0.7837 0.7552
#> [31,] 0.9238 0.8519 0.0476 0.7722 0.5772 0.5190 0.6824 0.6220 0.5054 0.3578
#> [32,] 0.9915 0.9223 0.0282 0.6981 0.6167 0.5069 0.3921 0.3524 0.2183 0.1245
#> [33,] 0.9458 1.0000 0.0103 0.8425 0.5524 0.4795 0.5200 0.3968 0.1940 0.1519
#> [34,] 0.5247 0.6898 0.0352 0.8316 0.4326 0.3741 0.5756 0.8043 0.7963 0.7174
#> [35,] 0.8798 0.7720 0.0223 0.5711 0.4264 0.2860 0.3114 0.2066 0.1165 0.0185
#> [36,] 0.7353 0.4856 0.0484 0.1594 0.3007 0.4096 0.3170 0.3305 0.3408 0.2186
#> [37,] 0.6613 0.8028 0.0650 0.4200 0.5192 0.6962 0.5792 0.8889 0.7863 0.7133
#> [38,] 0.6172 0.8635 0.0288 0.6592 0.4770 0.4983 0.3330 0.3076 0.2876 0.2226
#> [39,] 0.9315 0.8326 0.0329 0.6213 0.3772 0.2822 0.2042 0.2190 0.2223 0.1327
#> [40,] 0.6600 0.5615 0.0306 0.4016 0.2331 0.1164 0.1095 0.0431 0.0619 0.1956
#> V37 V38 V39 V4 V40 V41 V42 V43 V44 V45
#> [1,] 0.4561 0.3466 0.3384 0.0058 0.2853 0.2502 0.1641 0.1605 0.1491 0.1326
#> [2,] 0.0580 0.1262 0.1072 0.0399 0.1082 0.0360 0.1197 0.2061 0.2054 0.1878
#> [3,] 0.2909 0.2311 0.3168 0.0793 0.3554 0.3741 0.4443 0.3261 0.1963 0.0864
#> [4,] 0.3947 0.4281 0.4427 0.0336 0.3749 0.1972 0.0511 0.0793 0.1269 0.1533
#> [5,] 0.3590 0.3881 0.5716 0.0411 0.4314 0.3051 0.4393 0.4302 0.4831 0.5084
#> [6,] 0.4331 0.3626 0.2519 0.0226 0.1870 0.1046 0.2339 0.1991 0.1100 0.0684
#> [7,] 0.2216 0.2776 0.2309 0.0230 0.1444 0.1513 0.1745 0.1756 0.1424 0.0908
#> [8,] 0.1670 0.1275 0.1666 0.0494 0.2574 0.2258 0.2777 0.1613 0.1335 0.1976
#> [9,] 0.1869 0.3391 0.5993 0.0707 0.4124 0.1181 0.3651 0.4655 0.4777 0.3517
#> [10,] 0.4041 0.5031 0.6475 0.0190 0.5493 0.3548 0.2028 0.1882 0.0845 0.1315
#> [11,] 0.3619 0.3314 0.3763 0.0229 0.4767 0.4059 0.3661 0.2320 0.1450 0.1017
#> [12,] 0.9497 0.7866 0.5647 0.0272 0.3480 0.2585 0.2304 0.2948 0.3363 0.3017
#> [13,] 0.5324 0.3672 0.1669 0.0076 0.0866 0.0646 0.1891 0.2683 0.2887 0.2341
#> [14,] 0.1073 0.2023 0.1794 0.1229 0.0227 0.1313 0.1775 0.1549 0.1626 0.0708
#> [15,] 0.5468 0.1421 0.4738 0.0889 0.6410 0.4375 0.3178 0.2377 0.2808 0.1374
#> [16,] 0.4826 0.3790 0.1831 0.0456 0.1750 0.1679 0.0674 0.0609 0.0375 0.0533
#> [17,] 0.1058 0.0383 0.0528 0.0139 0.1291 0.2241 0.1915 0.1587 0.0942 0.0840
#> [18,] 0.0379 0.0461 0.1694 0.0460 0.2169 0.1677 0.0644 0.0159 0.0778 0.0653
#> [19,] 0.1017 0.1438 0.1986 0.0898 0.2039 0.2778 0.2879 0.1331 0.1140 0.1310
#> [20,] 0.0947 0.2287 0.3480 0.0228 0.2095 0.1901 0.2941 0.2211 0.1524 0.0746
#> [21,] 0.2395 0.2673 0.2865 0.0141 0.2060 0.1659 0.2633 0.2552 0.1696 0.1467
#> [22,] 0.1066 0.1440 0.1929 0.0292 0.0325 0.1490 0.0328 0.0537 0.1309 0.0910
#> [23,] 0.4604 0.3217 0.2828 0.0394 0.2430 0.1979 0.2444 0.1847 0.0841 0.0692
#> [24,] 0.1605 0.2061 0.0734 0.0622 0.0202 0.1638 0.1583 0.1830 0.1886 0.1008
#> [25,] 0.1708 0.1979 0.1880 0.0848 0.1108 0.1702 0.0585 0.0638 0.1391 0.0638
#> [26,] 0.5496 0.2483 0.2034 0.1496 0.2729 0.2837 0.4463 0.3178 0.0807 0.1192
#> [27,] 0.2699 0.4442 0.4323 0.0217 0.3314 0.1195 0.1669 0.3702 0.3072 0.0945
#> [28,] 0.7076 0.3597 0.0612 0.1421 0.3027 0.3966 0.3868 0.2380 0.2059 0.2288
#> [29,] 0.6903 0.6176 0.5379 0.1270 0.5622 0.6508 0.4797 0.3736 0.2804 0.1982
#> [30,] 0.5789 0.4713 0.1252 0.0469 0.6087 0.7322 0.5977 0.3431 0.1803 0.2378
#> [31,] 0.3809 0.3813 0.3359 0.0698 0.2771 0.3648 0.3834 0.3453 0.2096 0.1031
#> [32,] 0.1592 0.1626 0.2356 0.0596 0.2483 0.2437 0.2715 0.1184 0.1157 0.1449
#> [33,] 0.2010 0.1736 0.1029 0.0566 0.2244 0.3717 0.4449 0.3939 0.2030 0.2010
#> [34,] 0.7056 0.8148 0.7601 0.1660 0.6034 0.4554 0.4729 0.4478 0.3722 0.4693
#> [35,] 0.1302 0.2480 0.1637 0.0749 0.1103 0.2144 0.2033 0.1887 0.1370 0.1376
#> [36,] 0.2463 0.2726 0.1680 0.0475 0.2792 0.2558 0.1740 0.2121 0.1099 0.0985
#> [37,] 0.7615 0.4401 0.3009 0.0921 0.3163 0.2809 0.2898 0.0526 0.1867 0.1553
#> [38,] 0.0794 0.0603 0.1049 0.0394 0.0606 0.1530 0.0983 0.1643 0.1901 0.1107
#> [39,] 0.0521 0.0618 0.1416 0.0078 0.1460 0.0846 0.1055 0.1639 0.1916 0.2085
#> [40,] 0.2120 0.3242 0.4102 0.0376 0.2939 0.1911 0.1702 0.1010 0.1512 0.1427
#> V46 V47 V48 V49 V5 V50 V51 V52 V53 V54
#> [1,] 0.0687 0.0602 0.0561 0.0306 0.0197 0.0154 0.0029 0.0048 0.0023 0.0020
#> [2,] 0.2047 0.1716 0.1069 0.0477 0.0788 0.0170 0.0186 0.0096 0.0071 0.0084
#> [3,] 0.1688 0.1991 0.1217 0.0628 0.1043 0.0323 0.0253 0.0214 0.0262 0.0177
#> [4,] 0.0690 0.0402 0.0534 0.0228 0.0310 0.0073 0.0062 0.0062 0.0120 0.0052
#> [5,] 0.1952 0.1539 0.2037 0.1054 0.0613 0.0251 0.0357 0.0181 0.0019 0.0102
#> [6,] 0.0303 0.0674 0.0785 0.0455 0.0410 0.0246 0.0151 0.0125 0.0036 0.0123
#> [7,] 0.0138 0.0469 0.0480 0.0159 0.0586 0.0045 0.0015 0.0052 0.0038 0.0079
#> [8,] 0.1234 0.1554 0.1057 0.0490 0.0988 0.0097 0.0223 0.0121 0.0108 0.0057
#> [9,] 0.0920 0.1227 0.1785 0.1085 0.1313 0.0300 0.0346 0.0167 0.0199 0.0145
#> [10,] 0.1590 0.0562 0.0617 0.0343 0.0319 0.0370 0.0261 0.0157 0.0074 0.0271
#> [11,] 0.1111 0.0655 0.0271 0.0244 0.0839 0.0179 0.0109 0.0147 0.0170 0.0158
#> [12,] 0.2193 0.1316 0.1078 0.0559 0.0370 0.0035 0.0098 0.0163 0.0242 0.0043
#> [13,] 0.1668 0.1015 0.1195 0.0704 0.0211 0.0167 0.0107 0.0091 0.0016 0.0084
#> [14,] 0.0129 0.0795 0.0762 0.0117 0.1437 0.0061 0.0257 0.0089 0.0262 0.0108
#> [15,] 0.1136 0.1034 0.0688 0.0422 0.1570 0.0117 0.0070 0.0167 0.0127 0.0138
#> [16,] 0.0278 0.0179 0.0114 0.0073 0.0525 0.0116 0.0092 0.0078 0.0041 0.0013
#> [17,] 0.0670 0.0342 0.0469 0.0357 0.0357 0.0136 0.0082 0.0140 0.0044 0.0052
#> [18,] 0.0210 0.0509 0.0387 0.0262 0.0752 0.0101 0.0161 0.0029 0.0078 0.0114
#> [19,] 0.1433 0.0624 0.0100 0.0098 0.1267 0.0131 0.0152 0.0255 0.0071 0.0263
#> [20,] 0.0606 0.0692 0.0446 0.0344 0.0434 0.0082 0.0108 0.0149 0.0077 0.0036
#> [21,] 0.1286 0.0926 0.0716 0.0325 0.0436 0.0258 0.0136 0.0044 0.0028 0.0021
#> [22,] 0.0757 0.1059 0.1005 0.0535 0.0351 0.0235 0.0155 0.0160 0.0029 0.0051
#> [23,] 0.0528 0.0357 0.0085 0.0230 0.0590 0.0046 0.0156 0.0031 0.0054 0.0105
#> [24,] 0.0663 0.0183 0.0404 0.0108 0.0080 0.0143 0.0091 0.0038 0.0096 0.0142
#> [25,] 0.0581 0.0641 0.1044 0.0732 0.1127 0.0275 0.0146 0.0091 0.0045 0.0043
#> [26,] 0.2134 0.3241 0.2945 0.1474 0.1443 0.0211 0.0361 0.0444 0.0230 0.0290
#> [27,] 0.1545 0.1394 0.0772 0.0615 0.0230 0.0230 0.0111 0.0168 0.0086 0.0045
#> [28,] 0.1704 0.1587 0.1792 0.1022 0.1130 0.0151 0.0223 0.0110 0.0071 0.0205
#> [29,] 0.2438 0.1789 0.1706 0.0762 0.1772 0.0238 0.0268 0.0081 0.0129 0.0161
#> [30,] 0.3424 0.2303 0.0689 0.0216 0.0737 0.0469 0.0426 0.0346 0.0158 0.0154
#> [31,] 0.0798 0.0701 0.0526 0.0241 0.1615 0.0117 0.0122 0.0122 0.0114 0.0098
#> [32,] 0.1883 0.1954 0.1492 0.0511 0.0462 0.0155 0.0189 0.0150 0.0060 0.0082
#> [33,] 0.2187 0.1840 0.1477 0.0971 0.0759 0.0224 0.0151 0.0105 0.0024 0.0018
#> [34,] 0.3839 0.0768 0.1467 0.0777 0.1330 0.0469 0.0193 0.0298 0.0390 0.0294
#> [35,] 0.0307 0.0373 0.0606 0.0399 0.1364 0.0169 0.0135 0.0222 0.0175 0.0127
#> [36,] 0.1271 0.1459 0.1164 0.0777 0.0647 0.0439 0.0061 0.0145 0.0128 0.0145
#> [37,] 0.1633 0.1252 0.0748 0.0452 0.1615 0.0064 0.0154 0.0031 0.0153 0.0071
#> [38,] 0.1917 0.1467 0.0392 0.0356 0.0630 0.0270 0.0168 0.0102 0.0122 0.0044
#> [39,] 0.2335 0.1964 0.1300 0.0633 0.0721 0.0183 0.0137 0.0150 0.0076 0.0032
#> [40,] 0.1097 0.1173 0.0972 0.0703 0.1296 0.0281 0.0216 0.0153 0.0112 0.0241
#> V55 V56 V57 V58 V59 V6 V60 V7 V8 V9
#> [1,] 0.0040 0.0019 0.0034 0.0034 0.0051 0.0618 0.0031 0.0432 0.0951 0.0836
#> [2,] 0.0038 0.0026 0.0028 0.0013 0.0035 0.0766 0.0060 0.0881 0.1143 0.1594
#> [3,] 0.0037 0.0068 0.0121 0.0077 0.0078 0.0783 0.0066 0.1417 0.1176 0.0453
#> [4,] 0.0056 0.0093 0.0042 0.0003 0.0053 0.0284 0.0036 0.0396 0.0272 0.0323
#> [5,] 0.0133 0.0040 0.0042 0.0030 0.0031 0.1039 0.0033 0.1016 0.1394 0.2592
#> [6,] 0.0043 0.0114 0.0052 0.0091 0.0008 0.0116 0.0092 0.0223 0.0805 0.2365
#> [7,] 0.0114 0.0050 0.0030 0.0064 0.0058 0.0682 0.0030 0.0993 0.0717 0.0576
#> [8,] 0.0028 0.0079 0.0034 0.0046 0.0022 0.1425 0.0021 0.1463 0.1219 0.1697
#> [9,] 0.0081 0.0045 0.0043 0.0027 0.0055 0.2103 0.0057 0.2263 0.2524 0.3595
#> [10,] 0.0203 0.0089 0.0095 0.0095 0.0021 0.0571 0.0053 0.1004 0.0668 0.0691
#> [11,] 0.0046 0.0073 0.0054 0.0033 0.0045 0.1673 0.0079 0.1154 0.1098 0.1370
#> [12,] 0.0202 0.0108 0.0037 0.0096 0.0093 0.0792 0.0053 0.1083 0.0687 0.0298
#> [13,] 0.0064 0.0026 0.0029 0.0037 0.0070 0.1058 0.0041 0.1023 0.0440 0.0931
#> [14,] 0.0138 0.0187 0.0230 0.0057 0.0113 0.1190 0.0131 0.0884 0.0907 0.2107
#> [15,] 0.0090 0.0051 0.0029 0.0122 0.0056 0.1750 0.0020 0.0920 0.1353 0.1593
#> [16,] 0.0011 0.0045 0.0039 0.0022 0.0023 0.0778 0.0016 0.0931 0.0941 0.1711
#> [17,] 0.0073 0.0021 0.0047 0.0024 0.0009 0.0785 0.0017 0.0906 0.0908 0.1151
#> [18,] 0.0083 0.0058 0.0003 0.0023 0.0026 0.0887 0.0027 0.1015 0.0494 0.0472
#> [19,] 0.0079 0.0111 0.0107 0.0068 0.0097 0.1515 0.0067 0.2134 0.2613 0.2832
#> [20,] 0.0114 0.0085 0.0101 0.0016 0.0028 0.1224 0.0014 0.1947 0.1661 0.1368
#> [21,] 0.0022 0.0048 0.0138 0.0140 0.0028 0.0668 0.0064 0.0609 0.0131 0.0899
#> [22,] 0.0062 0.0089 0.0140 0.0138 0.0077 0.1171 0.0031 0.1257 0.1178 0.1258
#> [23,] 0.0110 0.0015 0.0072 0.0048 0.0107 0.0649 0.0094 0.1209 0.2467 0.3564
#> [24,] 0.0190 0.0140 0.0099 0.0092 0.0052 0.0789 0.0075 0.1440 0.1451 0.1789
#> [25,] 0.0043 0.0098 0.0054 0.0051 0.0065 0.1103 0.0103 0.1349 0.2337 0.3113
#> [26,] 0.0141 0.0161 0.0177 0.0194 0.0207 0.2770 0.0057 0.2555 0.1712 0.0466
#> [27,] 0.0062 0.0065 0.0030 0.0066 0.0029 0.0481 0.0053 0.0742 0.0333 0.1369
#> [28,] 0.0164 0.0063 0.0078 0.0094 0.0110 0.1306 0.0068 0.2112 0.2268 0.2992
#> [29,] 0.0063 0.0119 0.0194 0.0140 0.0332 0.1908 0.0439 0.2217 0.0768 0.1246
#> [30,] 0.0109 0.0048 0.0095 0.0015 0.0073 0.1185 0.0067 0.1683 0.1541 0.1466
#> [31,] 0.0027 0.0025 0.0026 0.0050 0.0073 0.0887 0.0022 0.0596 0.1071 0.3175
#> [32,] 0.0091 0.0038 0.0056 0.0056 0.0048 0.0779 0.0024 0.1365 0.0780 0.1038
#> [33,] 0.0057 0.0092 0.0009 0.0086 0.0110 0.0679 0.0052 0.0970 0.1473 0.2164
#> [34,] 0.0175 0.0249 0.0141 0.0073 0.0025 0.0226 0.0101 0.0771 0.2678 0.5664
#> [35,] 0.0022 0.0124 0.0054 0.0021 0.0028 0.1513 0.0023 0.1316 0.1654 0.1864
#> [36,] 0.0058 0.0049 0.0065 0.0093 0.0059 0.0591 0.0022 0.0753 0.0098 0.0684
#> [37,] 0.0212 0.0076 0.0152 0.0049 0.0200 0.2294 0.0073 0.2176 0.2033 0.1459
#> [38,] 0.0075 0.0124 0.0099 0.0057 0.0032 0.0526 0.0019 0.0688 0.0633 0.0624
#> [39,] 0.0037 0.0071 0.0040 0.0009 0.0015 0.1341 0.0085 0.1626 0.1902 0.2610
#> [40,] 0.0164 0.0055 0.0078 0.0055 0.0091 0.1795 0.0067 0.1909 0.1692 0.1870
#>
#> $post[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> [1,] 0.8933780 0.5233778 0.2721605 0.3630077 0.7322792 0.8394998 0.7444428
#> [2,] 0.8869479 0.5532893 0.2816795 0.3903114 0.8019991 0.8578921 0.6871250
#> [3,] 0.8506872 0.4703046 0.2428508 0.3471788 0.7662424 0.8541224 0.6344552
#> [4,] 0.9018748 0.5670350 0.3019649 0.3959187 0.7279882 0.8192192 0.7632862
#> [5,] 0.8544492 0.4021730 0.1611899 0.2276862 0.6977378 0.8146646 0.6374128
#> [6,] 0.7969134 0.4569506 0.2602895 0.3303998 0.7319287 0.8131142 0.5914233
#> [7,] 0.8845707 0.5834372 0.3187807 0.4330936 0.8060003 0.8484165 0.6988512
#> [8,] 0.8713327 0.5249411 0.2572556 0.3513275 0.7451351 0.8160541 0.6835169
#> [9,] 0.8255471 0.3707344 0.1613985 0.2374280 0.6977090 0.8189463 0.5970386
#> [10,] 0.8354523 0.4616946 0.2431211 0.3091687 0.7000653 0.8169206 0.6461286
#> [11,] 0.8120792 0.4261336 0.2231842 0.2939036 0.7296319 0.8293020 0.5869379
#> [12,] 0.8614826 0.4376275 0.2242825 0.2622722 0.5715551 0.7323237 0.7150764
#> [13,] 0.8915485 0.4985844 0.2529698 0.3139577 0.6821636 0.8087482 0.7342442
#> [14,] 0.6451096 0.3606384 0.2158792 0.2461851 0.6285823 0.6913300 0.4450217
#> [15,] 0.8226222 0.3658534 0.2051092 0.2432524 0.6830067 0.8144733 0.5815620
#> [16,] 0.9160009 0.5819231 0.3108156 0.4181888 0.8005668 0.8708525 0.7502390
#> [17,] 0.8525783 0.5985990 0.3716334 0.4647499 0.7586374 0.7877238 0.6917361
#> [18,] 0.8633344 0.5586007 0.3011921 0.4026541 0.8240166 0.8693878 0.6535919
#> [19,] 0.8432330 0.4711861 0.2202389 0.3199500 0.7814605 0.8413094 0.5834389
#> [20,] 0.8740184 0.5390814 0.2758323 0.3680183 0.7338442 0.8112853 0.7132371
#> [21,] 0.8866438 0.5590573 0.2844785 0.3851662 0.7841914 0.8394368 0.7087283
#> [22,] 0.8954996 0.5894559 0.2980489 0.4117797 0.8028555 0.8401282 0.7197510
#> [23,] 0.8105544 0.4296104 0.2144390 0.2920470 0.6863321 0.7637337 0.5889289
#> [24,] 0.8142884 0.5141245 0.3001425 0.3703493 0.7315353 0.7857306 0.6231613
#> [25,] 0.8675996 0.5364963 0.2627544 0.3696549 0.7757442 0.8190723 0.6714503
#> [26,] 0.7892481 0.4337472 0.1945178 0.2803502 0.6421576 0.7375470 0.6023953
#> [27,] 0.8538113 0.4245788 0.2179687 0.3039447 0.7115629 0.8305767 0.6424147
#> [28,] 0.7889138 0.3959416 0.1840648 0.2716502 0.6692372 0.7754234 0.5263853
#> [29,] 0.7693101 0.3525547 0.1859886 0.2342684 0.5279165 0.7065339 0.5908184
#> [30,] 0.8401656 0.4018615 0.1840334 0.2449308 0.5716008 0.7627063 0.6439551
#> [31,] 0.8734945 0.4541565 0.2128472 0.2717785 0.6962430 0.8182194 0.6870315
#> [32,] 0.8751705 0.5357236 0.2624449 0.3568216 0.7490779 0.8147498 0.6876411
#> [33,] 0.8527924 0.4854776 0.2225353 0.3100781 0.6930016 0.7840550 0.6642652
#> [34,] 0.7342368 0.2535075 0.1228892 0.1509159 0.4631506 0.7090062 0.5548153
#> [35,] 0.8738862 0.5157830 0.2413785 0.3481232 0.8117925 0.8667818 0.6307923
#> [36,] 0.8416656 0.4700815 0.2605923 0.3335377 0.7338689 0.8215798 0.6531746
#> [37,] 0.8401616 0.4232089 0.2178634 0.2599081 0.6241886 0.7706643 0.6455129
#> [38,] 0.8683922 0.5511946 0.2783620 0.3695837 0.7847387 0.8214134 0.6425950
#> [39,] 0.8801973 0.5143368 0.2575012 0.3628322 0.7978043 0.8616202 0.6628634
#> [40,] 0.8374414 0.4584260 0.2285805 0.3186155 0.7804171 0.8492677 0.5772551
#> [,8] [,9] [,10]
#> [1,] 0.7381204 0.7470757 0.6895110
#> [2,] 0.7425783 0.8119882 0.7430625
#> [3,] 0.6558133 0.7856997 0.7474976
#> [4,] 0.7442758 0.7206242 0.6736784
#> [5,] 0.6308140 0.7309955 0.6400637
#> [6,] 0.6341306 0.7423954 0.7271809
#> [7,] 0.7507036 0.8090851 0.7542534
#> [8,] 0.6984565 0.7511317 0.6795624
#> [9,] 0.5970307 0.7454906 0.6387977
#> [10,] 0.6035159 0.7339319 0.6947049
#> [11,] 0.5937928 0.7619723 0.7266336
#> [12,] 0.6090240 0.5945546 0.5593992
#> [13,] 0.7111031 0.6958316 0.6437126
#> [14,] 0.4476900 0.6309886 0.6271437
#> [15,] 0.5389922 0.7325090 0.6850594
#> [16,] 0.7719986 0.8072449 0.7471113
#> [17,] 0.7002683 0.7481976 0.7037243
#> [18,] 0.7244151 0.8227560 0.7930473
#> [19,] 0.6475579 0.7876015 0.7341038
#> [20,] 0.6927545 0.7301142 0.6804326
#> [21,] 0.7382010 0.7815314 0.7276072
#> [22,] 0.7677798 0.7822894 0.7210982
#> [23,] 0.6206866 0.6945768 0.6425471
#> [24,] 0.6648868 0.7321420 0.6988143
#> [25,] 0.7135262 0.7546101 0.6908663
#> [26,] 0.5702577 0.6483200 0.6218625
#> [27,] 0.6715111 0.7405069 0.6949264
#> [28,] 0.5303075 0.6924231 0.6608503
#> [29,] 0.4748870 0.5698622 0.5498362
#> [30,] 0.5576616 0.6216410 0.5793014
#> [31,] 0.6595106 0.7253227 0.6392905
#> [32,] 0.7025863 0.7487601 0.6838621
#> [33,] 0.6568659 0.6927285 0.6345784
#> [34,] 0.3937229 0.5165303 0.4793147
#> [35,] 0.6999958 0.8155478 0.7630011
#> [36,] 0.6791088 0.7861680 0.7015063
#> [37,] 0.5427406 0.6353577 0.6059610
#> [38,] 0.6835707 0.7675540 0.7432893
#> [39,] 0.7127035 0.8145997 0.7388342
#> [40,] 0.6419091 0.8065470 0.7537980
#>
#> $post[[3]]
#> [,1] [,2]
#> [1,] 0.5019077 0.4980923
#> [2,] 0.5035230 0.4964770
#> [3,] 0.5116730 0.4883270
#> [4,] 0.4957914 0.5042086
#> [5,] 0.5192908 0.4807092
#> [6,] 0.5094852 0.4905148
#> [7,] 0.4982655 0.5017345
#> [8,] 0.5043662 0.4956338
#> [9,] 0.5218492 0.4781508
#> [10,] 0.5109929 0.4890071
#> [11,] 0.5163312 0.4836688
#> [12,] 0.5053926 0.4946074
#> [13,] 0.5035865 0.4964135
#> [14,] 0.5149537 0.4850463
#> [15,] 0.5213274 0.4786726
#> [16,] 0.4987272 0.5012728
#> [17,] 0.4906849 0.5093151
#> [18,] 0.5036977 0.4963023
#> [19,] 0.5146097 0.4853903
#> [20,] 0.5010208 0.4989792
#> [21,] 0.5012562 0.4987438
#> [22,] 0.4977344 0.5022656
#> [23,] 0.5112197 0.4887803
#> [24,] 0.5016017 0.4983983
#> [25,] 0.5030513 0.4969487
#> [26,] 0.5105674 0.4894326
#> [27,] 0.5130427 0.4869573
#> [28,] 0.5186026 0.4813974
#> [29,] 0.5141269 0.4858731
#> [30,] 0.5139647 0.4860353
#> [31,] 0.5118397 0.4881603
#> [32,] 0.5033277 0.4966723
#> [33,] 0.5069563 0.4930437
#> [34,] 0.5238410 0.4761590
#> [35,] 0.5110221 0.4889779
#> [36,] 0.5087180 0.4912820
#> [37,] 0.5120234 0.4879766
#> [38,] 0.5041877 0.4958123
#> [39,] 0.5084254 0.4915746
#> [40,] 0.5158452 0.4841548
#>
#>
#> $pre
#> $pre[[1]]
#> NULL
#>
#> $pre[[2]]
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 2.125720 0.093579340 -0.9836888 -0.5623334 1.0062174 1.6545112
#> [2,] 2.059937 0.213969854 -0.9361459 -0.4460034 1.3988358 1.7978914
#> [3,] 1.740001 -0.118921682 -1.1371130 -0.6314634 1.1872139 1.7673068
#> [4,] 2.218232 0.269764071 -0.8379584 -0.4224997 0.9844396 1.5110666
#> [5,] 1.769932 -0.396419247 -1.6494012 -1.2214224 0.8365484 1.4806093
#> [6,] 1.367113 -0.172624936 -1.0444645 -0.7063774 1.0044299 1.4703740
#> [7,] 2.036444 0.336899598 -0.7593807 -0.2692404 1.4242278 1.7222353
#> [8,] 1.912794 0.099847222 -1.0602816 -0.6132093 1.0728320 1.4898387
#> [9,] 1.554391 -0.529067633 -1.6478588 -1.1668323 0.8364120 1.5092246
#> [10,] 1.624773 -0.153522547 -1.1356435 -0.8040087 0.8476089 1.4956223
#> [11,] 1.463577 -0.297643560 -1.2472060 -0.8764998 0.9927557 1.5806886
#> [12,] 1.827659 -0.250796188 -1.2408822 -1.0341920 0.2881987 1.0064443
#> [13,] 2.106657 -0.005662425 -1.0828355 -0.7816812 0.7637327 1.4418970
#> [14,] 0.597611 -0.572594230 -1.2898441 -1.1190634 0.5261398 0.8063446
#> [15,] 1.534215 -0.550047568 -1.3546621 -1.1349302 0.7676240 1.4793425
#> [16,] 2.389212 0.330672911 -0.7963090 -0.3302129 1.3898406 1.9085172
#> [17,] 1.754968 0.399631006 -0.5252161 -0.1412347 1.1452234 1.3112593
#> [18,] 1.843265 0.235485066 -0.8416277 -0.3944185 1.5438009 1.8955567
#> [19,] 1.682483 -0.115383242 -1.2642746 -0.7540017 1.2741979 1.6680031
#> [20,] 1.936966 0.156645110 -0.9652301 -0.5407278 1.0142151 1.4583835
#> [21,] 2.056908 0.237336839 -0.9223538 -0.4676770 1.2902613 1.6540436
#> [22,] 2.148191 0.361716467 -0.8566061 -0.3566131 1.4042378 1.6591825
#> [23,] 1.453616 -0.283440990 -1.2983728 -0.8854629 0.7830267 1.1732594
#> [24,] 1.478120 0.056513128 -0.8466195 -0.5307188 1.0024259 1.2993798
#> [25,] 1.879899 0.146245380 -1.0317012 -0.5336975 1.2410354 1.5100752
#> [26,] 1.320399 -0.266578866 -1.4209176 -0.9427250 0.5847409 1.0332576
#> [27,] 1.764812 -0.304004604 -1.2775432 -0.8285836 0.9029867 1.5897201
#> [28,] 1.318390 -0.422403951 -1.4890473 -0.9862661 0.7047369 1.2391924
#> [29,] 1.204420 -0.607828318 -1.4762888 -1.1843640 0.1117822 0.8786090
#> [30,] 1.659461 -0.397714946 -1.4892562 -1.1258338 0.2883856 1.1675741
#> [31,] 1.932216 -0.183890473 -1.3078476 -0.9856181 0.8294708 1.5043301
#> [32,] 1.947470 0.143138180 -1.0332998 -0.5891864 1.0937006 1.4811740
#> [33,] 1.756673 -0.058106029 -1.2509527 -0.7997540 0.8141899 1.2894551
#> [34,] 1.016226 -1.079992218 -1.9653498 -1.7274357 -0.1476655 0.8905624
#> [35,] 1.935765 0.063153058 -1.1451367 -0.6272989 1.4616994 1.8727991
#> [36,] 1.670673 -0.119817079 -1.0428925 -0.6922278 1.0143413 1.5270876
#> [37,] 1.659431 -0.309614273 -1.2781613 -1.0464463 0.5073653 1.2120658
#> [38,] 1.886817 0.205498579 -0.9526010 -0.5340030 1.2934982 1.5259528
#> [39,] 1.994300 0.057362966 -1.0589971 -0.5630926 1.3726274 1.8288122
#> [40,] 1.639313 -0.166680957 -1.2163440 -0.7601416 1.2680985 1.7288687
#> [,7] [,8] [,9] [,10]
#> [1,] 1.0691900 1.0362221 1.08307609 0.79783409
#> [2,] 0.7867123 1.0594127 1.46298114 1.06194739
#> [3,] 0.5513778 0.6446917 1.29919606 1.08531036
#> [4,] 1.1707815 1.0683123 0.94755972 0.72486965
#> [5,] 0.5641524 0.5357107 0.99967904 0.57564053
#> [6,] 0.3698525 0.5499785 1.05845634 0.98036638
#> [7,] 0.8418334 1.1023682 1.44407637 1.12142758
#> [8,] 0.7699813 0.8399584 1.10465739 0.75176149
#> [9,] 0.3931410 0.3931083 1.07470498 0.57014945
#> [10,] 0.6020648 0.4201366 1.01466373 0.82220833
#> [11,] 0.3513212 0.3796671 1.16352337 0.97760936
#> [12,] 0.9201681 0.4432116 0.38282630 0.23872411
#> [13,] 1.0162641 0.9007474 0.82752627 0.59151452
#> [14,] -0.2208061 -0.2100084 0.53646018 0.51998271
#> [15,] 0.3291887 0.1562860 1.00738960 0.77712165
#> [16,] 1.0998876 1.2196311 1.43220686 1.08326477
#> [17,] 0.8082483 0.8485760 1.08902220 0.86509630
#> [18,] 0.6348654 0.9664688 1.53513255 1.34339278
#> [19,] 0.3369067 0.6083220 1.31052787 1.01554467
#> [20,] 0.9111580 0.8130287 0.99520206 0.75576072
#> [21,] 0.8892158 1.0366390 1.27461299 0.98251629
#> [22,] 0.9432266 1.1958168 1.27905795 0.94991581
#> [23,] 0.3595393 0.4924637 0.82160448 0.58643667
#> [24,] 0.5029880 0.6851483 1.00551733 0.84165784
#> [25,] 0.7147521 0.9125721 1.12335307 0.80417224
#> [26,] 0.4154557 0.2829025 0.61166263 0.49746121
#> [27,] 0.5858602 0.7150273 1.04860479 0.82325274
#> [28,] 0.1056391 0.1213787 0.81147186 0.66708565
#> [29,] 0.3673498 -0.1005365 0.28128902 0.20000906
#> [30,] 0.5925722 0.2316772 0.49651923 0.31990629
#> [31,] 0.7862778 0.6611142 0.97101980 0.57228596
#> [32,] 0.7891140 0.8596444 1.09201039 0.77157772
#> [33,] 0.6823600 0.6493584 0.81290653 0.55190899
#> [34,] 0.2201459 -0.4316898 0.06614535 -0.08278856
#> [35,] 0.5356175 0.8472779 1.48646988 1.16920373
#> [36,] 0.6330228 0.7496792 1.30197997 0.85448101
#> [37,] 0.5993734 0.1713806 0.55527112 0.43036567
#> [38,] 0.5866450 0.7702305 1.19455075 1.06313559
#> [39,] 0.6760808 0.9085506 1.48017935 1.03991792
#> [40,] 0.3115154 0.5836596 1.42772745 1.11897219
#>
#> $pre[[3]]
#> [,1] [,2]
#> [1,] 0.05713420 0.0495033551
#> [2,] 0.07040822 0.0563160163
#> [3,] 0.09062565 0.0439252298
#> [4,] 0.04573920 0.0625741754
#> [5,] 0.08814467 0.0109433325
#> [6,] 0.08884867 0.0509034387
#> [7,] 0.06409955 0.0710373766
#> [8,] 0.06682004 0.0493546779
#> [9,] 0.09925768 0.0118051666
#> [10,] 0.08357040 0.0395915714
#> [11,] 0.10010823 0.0347603404
#> [12,] 0.05349522 0.0319239171
#> [13,] 0.05428221 0.0399359102
#> [14,] 0.10781612 0.0479833139
#> [15,] 0.10571417 0.0203529194
#> [16,] 0.05791210 0.0630034459
#> [17,] 0.05377225 0.0910370089
#> [18,] 0.07880678 0.0640155475
#> [19,] 0.09692434 0.0384687663
#> [20,] 0.06031030 0.0562270687
#> [21,] 0.06356283 0.0585379857
#> [22,] 0.05690109 0.0659635257
#> [23,] 0.08369246 0.0388062822
#> [24,] 0.07198849 0.0655817266
#> [25,] 0.06793305 0.0557276010
#> [26,] 0.08039453 0.0381186214
#> [27,] 0.08418912 0.0320064338
#> [28,] 0.10422428 0.0297793413
#> [29,] 0.08286082 0.0263382325
#> [30,] 0.07508258 0.0192090545
#> [31,] 0.07265121 0.0252834591
#> [32,] 0.06504989 0.0517390259
#> [33,] 0.06809186 0.0402648627
#> [34,] 0.09602129 0.0005847923
#> [35,] 0.08801050 0.0439149919
#> [36,] 0.07894154 0.0440660910
#> [37,] 0.07810920 0.0300064624
#> [38,] 0.07586017 0.0591091667
#> [39,] 0.08056094 0.0468559962
#> [40,] 0.10116260 0.0377603893
#>
#>
#> $e
#> [,1] [,2]
#> [1,] -0.5019077 0.5019077
#> [2,] 0.4964770 -0.4964770
#> [3,] 0.4883270 -0.4883270
#> [4,] -0.4957914 0.4957914
#> [5,] 0.4807092 -0.4807092
#> [6,] 0.4905148 -0.4905148
#> [7,] -0.4982655 0.4982655
#> [8,] 0.4956338 -0.4956338
#> [9,] 0.4781508 -0.4781508
#> [10,] -0.5109929 0.5109929
#> [11,] 0.4836688 -0.4836688
#> [12,] -0.5053926 0.5053926
#> [13,] -0.5035865 0.5035865
#> [14,] 0.4850463 -0.4850463
#> [15,] -0.5213274 0.5213274
#> [16,] -0.4987272 0.4987272
#> [17,] -0.4906849 0.4906849
#> [18,] -0.5036977 0.5036977
#> [19,] 0.4853903 -0.4853903
#> [20,] -0.5010208 0.5010208
#> [21,] -0.5012562 0.5012562
#> [22,] 0.5022656 -0.5022656
#> [23,] -0.5112197 0.5112197
#> [24,] -0.5016017 0.5016017
#> [25,] 0.4969487 -0.4969487
#> [26,] 0.4894326 -0.4894326
#> [27,] 0.4869573 -0.4869573
#> [28,] -0.5186026 0.5186026
#> [29,] 0.4858731 -0.4858731
#> [30,] -0.5139647 0.5139647
#> [31,] 0.4881603 -0.4881603
#> [32,] 0.4966723 -0.4966723
#> [33,] 0.4930437 -0.4930437
#> [34,] 0.4761590 -0.4761590
#> [35,] 0.4889779 -0.4889779
#> [36,] -0.5087180 0.5087180
#> [37,] -0.5120234 0.5120234
#> [38,] -0.5041877 0.5041877
#> [39,] 0.4915746 -0.4915746
#> [40,] 0.4841548 -0.4841548
#>
#> $L
#> [1] 0.6799104 0.9920933 1.2856866 0.7635064 0.6789899 0.6867589
#>
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.3913043