Classification Rotation Forest Learner
Source:R/learner_rotationForest_classif_rotationForest.R
mlr_learners_classif.rotationForest.RdClassification using Rotation Forest algorithm.
Training this learner works only for tasks with at least two features.
The task must not have utf8 feature names.
Calls rotationForest::rotationForest() from rotationForest.
Meta Information
Task type: “classif”
Predict Types: “response”, “prob”
Feature Types: “integer”, “numeric”
Required Packages: mlr3, mlr3extralearners, rotationForest
References
Rodriguez, J.J., Kuncheva, L.I., Alonso, C.J. (2006). “Rotation Forest: A New Classifier Ensemble Method.” IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(10), 1619-1630. doi:10.1109/TPAMI.2006.211 .
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/chapters/chapter2/data_and_basic_modeling.html#sec-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 -> LearnerClassifRotationForest
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.rotationForest")
print(learner)
#>
#> ── <LearnerClassifRotationForest> (classif.rotationForest): Rotation Forest ────
#> • Model: -
#> • Parameters: list()
#> • Packages: mlr3, mlr3extralearners, and rotationForest
#> • Predict Types: [response] and prob
#> • Feature Types: integer and numeric
#> • Encapsulation: none (fallback: -)
#> • Properties: twoclass
#> • Other settings: use_weights = 'error', predict_raw = 'FALSE'
# 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)
print(learner$model)
#> $models
#> $models[[1]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V9< 0.3044299 34 3 0 (0.91176471 0.08823529) *
#> 3) V9>=0.3044299 105 36 1 (0.34285714 0.65714286)
#> 6) V23>=-0.6486815 48 22 0 (0.54166667 0.45833333)
#> 12) V10< 0.1310168 32 8 0 (0.75000000 0.25000000)
#> 24) V15< 0.1722463 23 2 0 (0.91304348 0.08695652) *
#> 25) V15>=0.1722463 9 3 1 (0.33333333 0.66666667) *
#> 13) V10>=0.1310168 16 2 1 (0.12500000 0.87500000) *
#> 7) V23< -0.6486815 57 10 1 (0.17543860 0.82456140)
#> 14) V49>=-0.1025217 20 9 1 (0.45000000 0.55000000)
#> 28) V29>=-0.5198853 8 1 0 (0.87500000 0.12500000) *
#> 29) V29< -0.5198853 12 2 1 (0.16666667 0.83333333) *
#> 15) V49< -0.1025217 37 1 1 (0.02702703 0.97297297) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V12>=-0.23586 47 7 0 (0.85106383 0.14893617)
#> 4) V19>=-0.2877895 39 1 0 (0.97435897 0.02564103) *
#> 5) V19< -0.2877895 8 2 1 (0.25000000 0.75000000) *
#> 3) V12< -0.23586 92 27 1 (0.29347826 0.70652174)
#> 6) V7< 0.9254185 51 24 0 (0.52941176 0.47058824)
#> 12) V7>=0.6591903 25 5 0 (0.80000000 0.20000000) *
#> 13) V7< 0.6591903 26 7 1 (0.26923077 0.73076923)
#> 26) V55< -0.7611564 8 3 0 (0.62500000 0.37500000) *
#> 27) V55>=-0.7611564 18 2 1 (0.11111111 0.88888889) *
#> 7) V7>=0.9254185 41 0 1 (0.00000000 1.00000000) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V11>=-0.2887524 58 13 0 (0.77586207 0.22413793)
#> 4) V23>=-0.04320289 47 5 0 (0.89361702 0.10638298) *
#> 5) V23< -0.04320289 11 3 1 (0.27272727 0.72727273) *
#> 3) V11< -0.2887524 81 22 1 (0.27160494 0.72839506)
#> 6) V22< 0.02547417 23 9 0 (0.60869565 0.39130435)
#> 12) V31< -0.02551467 16 3 0 (0.81250000 0.18750000) *
#> 13) V31>=-0.02551467 7 1 1 (0.14285714 0.85714286) *
#> 7) V22>=0.02547417 58 8 1 (0.13793103 0.86206897)
#> 14) V25< -0.2442857 7 3 0 (0.57142857 0.42857143) *
#> 15) V25>=-0.2442857 51 4 1 (0.07843137 0.92156863) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.4820144 0.5179856)
#> 2) V14< 0.2880404 51 8 0 (0.8431373 0.1568627)
#> 4) V32< 0.3040193 36 0 0 (1.0000000 0.0000000) *
#> 5) V32>=0.3040193 15 7 1 (0.4666667 0.5333333) *
#> 3) V14>=0.2880404 88 24 1 (0.2727273 0.7272727)
#> 6) V31>=-0.899987 48 23 1 (0.4791667 0.5208333)
#> 12) V54< 0.01284053 34 11 0 (0.6764706 0.3235294)
#> 24) V4>=0.3590897 26 4 0 (0.8461538 0.1538462) *
#> 25) V4< 0.3590897 8 1 1 (0.1250000 0.8750000) *
#> 13) V54>=0.01284053 14 0 1 (0.0000000 1.0000000) *
#> 7) V31< -0.899987 40 1 1 (0.0250000 0.9750000) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V40< 0.1757962 81 23 0 (0.71604938 0.28395062)
#> 4) V46>=-0.4142098 46 2 0 (0.95652174 0.04347826) *
#> 5) V46< -0.4142098 35 14 1 (0.40000000 0.60000000)
#> 10) V38< 0.04552198 9 0 0 (1.00000000 0.00000000) *
#> 11) V38>=0.04552198 26 5 1 (0.19230769 0.80769231) *
#> 3) V40>=0.1757962 58 9 1 (0.15517241 0.84482759)
#> 6) V52< -0.005714741 7 2 0 (0.71428571 0.28571429) *
#> 7) V52>=-0.005714741 51 4 1 (0.07843137 0.92156863) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V23>=-0.1077051 51 6 0 (0.88235294 0.11764706)
#> 4) V19>=-0.471333 42 1 0 (0.97619048 0.02380952) *
#> 5) V19< -0.471333 9 4 1 (0.44444444 0.55555556) *
#> 3) V23< -0.1077051 88 22 1 (0.25000000 0.75000000)
#> 6) V12>=0.8999952 8 1 0 (0.87500000 0.12500000) *
#> 7) V12< 0.8999952 80 15 1 (0.18750000 0.81250000)
#> 14) V22< -0.1797596 7 2 0 (0.71428571 0.28571429) *
#> 15) V22>=-0.1797596 73 10 1 (0.13698630 0.86301370) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V20>=-0.1617539 56 11 0 (0.80357143 0.19642857)
#> 4) V36< 0.017794 47 4 0 (0.91489362 0.08510638) *
#> 5) V36>=0.017794 9 2 1 (0.22222222 0.77777778) *
#> 3) V20< -0.1617539 83 22 1 (0.26506024 0.73493976)
#> 6) V15>=0.5577396 13 3 0 (0.76923077 0.23076923) *
#> 7) V15< 0.5577396 70 12 1 (0.17142857 0.82857143)
#> 14) V23>=-0.09744463 15 7 0 (0.53333333 0.46666667) *
#> 15) V23< -0.09744463 55 4 1 (0.07272727 0.92727273) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V10< 0.2778639 64 16 0 (0.75000000 0.25000000)
#> 4) V6< 0.02710289 54 7 0 (0.87037037 0.12962963)
#> 8) V41< 0.0750438 47 3 0 (0.93617021 0.06382979) *
#> 9) V41>=0.0750438 7 3 1 (0.42857143 0.57142857) *
#> 5) V6>=0.02710289 10 1 1 (0.10000000 0.90000000) *
#> 3) V10>=0.2778639 75 19 1 (0.25333333 0.74666667)
#> 6) V26< -0.8773801 13 4 0 (0.69230769 0.30769231) *
#> 7) V26>=-0.8773801 62 10 1 (0.16129032 0.83870968)
#> 14) V24< 0.06307783 8 3 0 (0.62500000 0.37500000) *
#> 15) V24>=0.06307783 54 5 1 (0.09259259 0.90740741) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V4< 0.2201674 62 14 0 (0.77419355 0.22580645)
#> 4) V8>=0.0359386 37 1 0 (0.97297297 0.02702703) *
#> 5) V8< 0.0359386 25 12 1 (0.48000000 0.52000000)
#> 10) V5< 0.06028415 11 1 0 (0.90909091 0.09090909) *
#> 11) V5>=0.06028415 14 2 1 (0.14285714 0.85714286) *
#> 3) V4>=0.2201674 77 19 1 (0.24675325 0.75324675)
#> 6) V48< -0.6643877 19 7 0 (0.63157895 0.36842105) *
#> 7) V48>=-0.6643877 58 7 1 (0.12068966 0.87931034)
#> 14) V21< 0.7019621 7 3 0 (0.57142857 0.42857143) *
#> 15) V21>=0.7019621 51 3 1 (0.05882353 0.94117647) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 1 (0.48201439 0.51798561)
#> 2) V38< 0.1461635 56 12 0 (0.78571429 0.21428571)
#> 4) V19< 0.5587839 46 5 0 (0.89130435 0.10869565) *
#> 5) V19>=0.5587839 10 3 1 (0.30000000 0.70000000) *
#> 3) V38>=0.1461635 83 23 1 (0.27710843 0.72289157)
#> 6) V3>=0.6687615 21 7 0 (0.66666667 0.33333333)
#> 12) V58< 0.004774274 13 1 0 (0.92307692 0.07692308) *
#> 13) V58>=0.004774274 8 2 1 (0.25000000 0.75000000) *
#> 7) V3< 0.6687615 62 9 1 (0.14516129 0.85483871)
#> 14) V36>=-0.05226464 7 1 0 (0.85714286 0.14285714) *
#> 15) V36< -0.05226464 55 3 1 (0.05454545 0.94545455) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 -0.93897889 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V10 0.00000000 0.97700002 0.0000000 0.00000000 0.00000000 0.0000000
#> V11 0.00000000 0.00000000 0.4712022 0.00000000 0.00000000 -0.5231288
#> V12 0.00000000 0.00000000 0.0000000 -0.27924153 0.00000000 0.0000000
#> V13 0.00000000 0.00000000 0.0000000 0.00000000 -0.07372411 0.0000000
#> V14 0.00000000 0.00000000 0.1442124 0.00000000 0.00000000 0.8399883
#> V15 0.00000000 0.00000000 0.0000000 -0.95653571 0.00000000 0.0000000
#> V16 0.00000000 -0.20389318 0.0000000 0.00000000 0.00000000 0.0000000
#> V17 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V18 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V19 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V2 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V20 0.00000000 -0.06243825 0.0000000 0.00000000 0.00000000 0.0000000
#> V21 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V22 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V23 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V24 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V25 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V26 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V27 0.00000000 0.00000000 0.0000000 0.08404524 0.00000000 0.0000000
#> V28 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V29 0.00000000 0.00000000 0.0000000 0.00000000 0.98646632 0.0000000
#> V3 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V30 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V31 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V32 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V33 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V34 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V35 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V36 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V37 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V38 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V39 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V4 0.33685425 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V40 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V41 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V42 0.00000000 0.00000000 0.0000000 0.00000000 -0.14645462 0.0000000
#> V43 0.00000000 0.00000000 0.8701559 0.00000000 0.00000000 0.1440693
#> V44 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V45 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V46 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V47 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V48 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V49 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V5 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V50 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V51 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V52 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V53 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V54 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V55 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V56 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V57 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V58 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V59 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V6 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V60 -0.06962651 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V7 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V8 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V9 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V10 0.00000000 -0.1269916 0.00000000 0.000000000 0.00000000 0.000000000
#> V11 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V12 0.95951316 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V13 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V14 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V15 -0.28132471 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V16 0.00000000 -0.7915587 0.00000000 0.000000000 0.00000000 0.000000000
#> V17 0.00000000 0.0000000 0.66370339 0.000000000 0.00000000 0.000000000
#> V18 0.00000000 0.0000000 0.00000000 0.398252682 0.00000000 0.000000000
#> V19 0.00000000 0.0000000 0.00000000 0.000000000 0.04012394 0.000000000
#> V2 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 -0.056510910
#> V20 0.00000000 0.5977524 0.00000000 0.000000000 0.00000000 0.000000000
#> V21 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V22 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V23 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V24 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V25 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.998360956
#> V26 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V27 -0.01381652 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V28 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V29 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V3 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V30 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V31 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V32 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V33 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V34 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V35 0.00000000 0.0000000 0.00000000 -0.917266287 0.00000000 0.000000000
#> V36 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V37 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V38 0.00000000 0.0000000 -0.74299929 0.000000000 0.00000000 0.000000000
#> V39 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V4 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V40 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V41 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V42 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V43 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V44 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V45 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V46 0.00000000 0.0000000 0.00000000 0.000000000 0.68226448 0.000000000
#> V47 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V48 0.00000000 0.0000000 -0.08631259 0.000000000 0.00000000 0.000000000
#> V49 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V5 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V50 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V51 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V52 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V53 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V54 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V55 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 -0.009050881
#> V56 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V57 0.00000000 0.0000000 0.00000000 -0.004166473 0.00000000 0.000000000
#> V58 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V59 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V6 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V60 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V7 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V8 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.000000000
#> V9 0.00000000 0.0000000 0.00000000 0.000000000 -0.73000359 0.000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V10 -0.1713012 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V11 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V12 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V13 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V14 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V15 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V16 -0.5760749 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V17 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V18 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V19 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V2 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.99745251
#> V20 -0.7992456 0.000000000 0.0000000000 0.0000000 0.0000000 0.00000000
#> V21 0.0000000 0.013916285 0.0000000000 0.0000000 0.0000000 0.00000000
#> V22 0.0000000 0.000000000 -0.8166238711 0.0000000 0.0000000 0.00000000
#> V23 0.0000000 0.000000000 0.0000000000 -0.5716891 0.0000000 0.00000000
#> V24 0.0000000 0.000000000 0.0000000000 0.0000000 -0.1599587 0.00000000
#> V25 0.0000000 0.000000000 0.0000000000 0.0000000 0.0000000 0.05685011
#> V26 0.0000000 0.000000000 0.0000000000 0.0000000 -0.6113843 0.00000000
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> V42 V43 V44 V45 V46 V47
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#> V31 V32 V33 V34 V35 V36
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#> V54 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V55 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V56 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V57 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V58 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V59 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V6 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V60 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V7 0.00000000 0.2598753 0.9655020 0.00000000 0.0000000 0.00000000
#> V8 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V9 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000
#> V48 V49 V5 V50 V51 V52
#> V1 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V10 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V11 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V12 0.00000000 0.00000000 0.000000000 0.00000000 -0.999160385 0.00000000
#> V13 -0.04523155 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V14 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V15 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V16 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V17 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V18 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V19 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V2 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V20 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V21 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V22 0.00000000 0.00000000 0.997120774 0.00000000 0.000000000 0.00000000
#> V23 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V24 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V25 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V26 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V27 0.00000000 0.56130428 0.000000000 0.00000000 0.000000000 0.00000000
#> V28 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V29 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V3 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V30 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V31 0.00000000 0.82646861 0.000000000 0.00000000 0.000000000 0.00000000
#> V32 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V33 0.00000000 0.00000000 0.000000000 0.00000000 0.040342311 0.00000000
#> V34 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V35 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V36 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V37 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V38 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V39 -0.01560987 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V4 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V40 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V41 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V42 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V43 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V44 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V45 0.00000000 0.00000000 0.000000000 -0.02755539 0.000000000 -0.03140558
#> V46 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V47 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V48 -0.99885456 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V49 0.00000000 -0.04344129 0.000000000 0.00000000 0.000000000 0.00000000
#> V5 0.00000000 0.00000000 0.075607002 0.00000000 0.000000000 0.00000000
#> V50 0.00000000 0.00000000 0.000000000 0.18989303 0.000000000 0.98114171
#> V51 0.00000000 0.00000000 0.000000000 0.00000000 0.007142997 0.00000000
#> V52 0.00000000 0.00000000 0.000000000 0.98141802 0.000000000 -0.19072135
#> V53 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V54 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V55 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V56 0.00000000 0.00000000 -0.005808917 0.00000000 0.000000000 0.00000000
#> V57 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V58 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V59 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V6 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V60 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V7 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V8 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V9 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000 0.00000000
#> V53 V54 V55 V56 V57
#> V1 0.131615424 0.000000000 0.00000000 0.000000000 0.000000000
#> V10 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V11 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V12 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V13 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V14 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V15 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V16 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V17 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V18 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V19 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V2 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V20 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V21 -0.001418524 0.000000000 0.00000000 0.000000000 0.000000000
#> V22 0.000000000 0.000000000 0.00000000 -0.075621331 0.000000000
#> V23 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V24 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V25 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V26 0.000000000 0.999974707 0.00000000 0.000000000 -0.006456624
#> V27 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V28 0.000000000 0.000000000 0.99734784 0.000000000 0.000000000
#> V29 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V3 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V30 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V31 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V32 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V33 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V34 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V35 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V36 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V37 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V38 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V39 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V4 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V40 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V41 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V42 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V43 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V44 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V45 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V46 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V47 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V48 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V49 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V5 0.000000000 0.000000000 0.00000000 0.997133984 0.000000000
#> V50 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V51 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V52 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V53 -0.991299838 0.000000000 0.00000000 0.000000000 0.000000000
#> V54 0.000000000 -0.003271003 0.00000000 0.000000000 -0.789896934
#> V55 0.000000000 0.000000000 -0.01489550 0.000000000 0.000000000
#> V56 0.000000000 0.000000000 0.00000000 -0.002287581 0.000000000
#> V57 0.000000000 -0.006315508 0.00000000 0.000000000 -0.613205631
#> V58 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V59 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V6 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V60 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V7 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V8 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000
#> V9 0.000000000 0.000000000 0.07124197 0.000000000 0.000000000
#> V58 V59 V6 V60 V7 V8
#> V1 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V10 0.000000000 0.005253609 0.00000000 0.002769835 0.00000000 0.00000000
#> V11 -0.008265343 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V12 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V13 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V14 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V15 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V16 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V17 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V18 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V19 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V2 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 -0.99871427
#> V20 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V21 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V22 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V23 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V24 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V25 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 -0.01369405
#> V26 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V27 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V28 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V29 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V3 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V30 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V31 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V32 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V33 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V34 0.000000000 0.000000000 -0.06073158 0.000000000 0.00000000 0.00000000
#> V35 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V36 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V37 0.000000000 0.000000000 0.09494379 0.000000000 0.00000000 0.00000000
#> V38 -0.004983080 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V39 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V4 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V40 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V41 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V42 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V43 0.000000000 0.000000000 0.00000000 0.000000000 0.75517376 0.00000000
#> V44 0.000000000 0.000000000 0.00000000 0.000000000 0.65531817 0.00000000
#> V45 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V46 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V47 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V48 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V49 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V5 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V50 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V51 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V52 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V53 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V54 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V55 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V56 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V57 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V58 0.999953425 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V59 0.000000000 -0.876899043 0.00000000 -0.480637914 0.00000000 0.00000000
#> V6 0.000000000 0.000000000 0.99362838 0.000000000 0.00000000 0.00000000
#> V60 0.000000000 -0.480645886 0.00000000 0.876914775 0.00000000 0.00000000
#> V7 0.000000000 0.000000000 0.00000000 0.000000000 0.01645276 0.00000000
#> V8 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.04880861
#> V9 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V9
#> V1 0.000000000
#> V10 0.000000000
#> V11 0.000000000
#> V12 0.000000000
#> V13 0.000000000
#> V14 0.000000000
#> V15 0.000000000
#> V16 0.000000000
#> V17 0.000000000
#> V18 0.000000000
#> V19 0.000000000
#> V2 0.000000000
#> V20 0.000000000
#> V21 0.000000000
#> V22 0.000000000
#> V23 0.000000000
#> V24 0.000000000
#> V25 0.000000000
#> V26 0.000000000
#> V27 0.000000000
#> V28 0.015335876
#> V29 0.000000000
#> V3 0.000000000
#> V30 0.000000000
#> V31 0.000000000
#> V32 0.000000000
#> V33 0.000000000
#> V34 0.000000000
#> V35 0.000000000
#> V36 0.000000000
#> V37 0.000000000
#> V38 0.000000000
#> V39 0.000000000
#> V4 0.000000000
#> V40 0.000000000
#> V41 0.000000000
#> V42 0.000000000
#> V43 0.000000000
#> V44 0.000000000
#> V45 0.000000000
#> V46 0.000000000
#> V47 0.000000000
#> V48 0.000000000
#> V49 0.000000000
#> V5 0.000000000
#> V50 0.000000000
#> V51 0.000000000
#> V52 0.000000000
#> V53 0.000000000
#> V54 0.000000000
#> V55 0.999866501
#> V56 0.000000000
#> V57 0.000000000
#> V58 0.000000000
#> V59 0.000000000
#> V6 0.000000000
#> V60 0.000000000
#> V7 0.000000000
#> V8 0.000000000
#> V9 -0.005638339
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2028986