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/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 -> 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'
# 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 68 1 (0.48920863 0.51079137)
#> 2) V10< 0.209301 48 8 0 (0.83333333 0.16666667)
#> 4) V15< 0.2164226 39 2 0 (0.94871795 0.05128205) *
#> 5) V15>=0.2164226 9 3 1 (0.33333333 0.66666667) *
#> 3) V10>=0.209301 91 28 1 (0.30769231 0.69230769)
#> 6) V47>=0.5694738 36 15 0 (0.58333333 0.41666667)
#> 12) V24>=-1.267475 26 5 0 (0.80769231 0.19230769)
#> 24) V21>=-0.8827446 19 0 0 (1.00000000 0.00000000) *
#> 25) V21< -0.8827446 7 2 1 (0.28571429 0.71428571) *
#> 13) V24< -1.267475 10 0 1 (0.00000000 1.00000000) *
#> 7) V47< 0.5694738 55 7 1 (0.12727273 0.87272727)
#> 14) V46>=-0.02153341 9 4 0 (0.55555556 0.44444444) *
#> 15) V46< -0.02153341 46 2 1 (0.04347826 0.95652174) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V51< 0.2080615 57 12 0 (0.78947368 0.21052632)
#> 4) V20>=-0.2199739 38 1 0 (0.97368421 0.02631579) *
#> 5) V20< -0.2199739 19 8 1 (0.42105263 0.57894737) *
#> 3) V51>=0.2080615 82 23 1 (0.28048780 0.71951220)
#> 6) V18>=0.06181623 22 7 0 (0.68181818 0.31818182)
#> 12) V60< 0.05571027 12 0 0 (1.00000000 0.00000000) *
#> 13) V60>=0.05571027 10 3 1 (0.30000000 0.70000000) *
#> 7) V18< 0.06181623 60 8 1 (0.13333333 0.86666667)
#> 14) V38>=-0.1987064 7 2 0 (0.71428571 0.28571429) *
#> 15) V38< -0.1987064 53 3 1 (0.05660377 0.94339623) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V36>=-0.1575607 79 22 0 (0.72151899 0.27848101)
#> 4) V37>=-0.3796389 66 13 0 (0.80303030 0.19696970)
#> 8) V12>=0.4544902 59 8 0 (0.86440678 0.13559322)
#> 16) V26< 0.09975108 51 3 0 (0.94117647 0.05882353) *
#> 17) V26>=0.09975108 8 3 1 (0.37500000 0.62500000) *
#> 9) V12< 0.4544902 7 2 1 (0.28571429 0.71428571) *
#> 5) V37< -0.3796389 13 4 1 (0.30769231 0.69230769) *
#> 3) V36< -0.1575607 60 11 1 (0.18333333 0.81666667)
#> 6) V19< 0.2560995 19 9 0 (0.52631579 0.47368421) *
#> 7) V19>=0.2560995 41 1 1 (0.02439024 0.97560976) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V51< 0.2074524 57 12 0 (0.78947368 0.21052632)
#> 4) V4>=-0.04875452 46 4 0 (0.91304348 0.08695652) *
#> 5) V4< -0.04875452 11 3 1 (0.27272727 0.72727273) *
#> 3) V51>=0.2074524 82 23 1 (0.28048780 0.71951220)
#> 6) V27< 1.010157 38 18 0 (0.52631579 0.47368421)
#> 12) V47< 0.006187663 15 2 0 (0.86666667 0.13333333) *
#> 13) V47>=0.006187663 23 7 1 (0.30434783 0.69565217)
#> 26) V29>=0.06639954 12 5 0 (0.58333333 0.41666667) *
#> 27) V29< 0.06639954 11 0 1 (0.00000000 1.00000000) *
#> 7) V27>=1.010157 44 3 1 (0.06818182 0.93181818) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V2< 0.175124 53 10 0 (0.81132075 0.18867925)
#> 4) V55>=-0.02911042 43 3 0 (0.93023256 0.06976744) *
#> 5) V55< -0.02911042 10 3 1 (0.30000000 0.70000000) *
#> 3) V2>=0.175124 86 25 1 (0.29069767 0.70930233)
#> 6) V46>=-0.682227 37 16 0 (0.56756757 0.43243243)
#> 12) V46< -0.4921419 17 2 0 (0.88235294 0.11764706) *
#> 13) V46>=-0.4921419 20 6 1 (0.30000000 0.70000000)
#> 26) V54< 0.006033937 8 3 0 (0.62500000 0.37500000) *
#> 27) V54>=0.006033937 12 1 1 (0.08333333 0.91666667) *
#> 7) V46< -0.682227 49 4 1 (0.08163265 0.91836735) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V6< 0.286759 59 13 0 (0.77966102 0.22033898)
#> 4) V45>=0.01047487 42 2 0 (0.95238095 0.04761905) *
#> 5) V45< 0.01047487 17 6 1 (0.35294118 0.64705882) *
#> 3) V6>=0.286759 80 22 1 (0.27500000 0.72500000)
#> 6) V53< -0.6685276 26 9 0 (0.65384615 0.34615385)
#> 12) V23>=-1.079339 18 2 0 (0.88888889 0.11111111) *
#> 13) V23< -1.079339 8 1 1 (0.12500000 0.87500000) *
#> 7) V53>=-0.6685276 54 5 1 (0.09259259 0.90740741)
#> 14) V26< 0.5619114 7 3 0 (0.57142857 0.42857143) *
#> 15) V26>=0.5619114 47 1 1 (0.02127660 0.97872340) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V10< 0.19102 72 21 0 (0.70833333 0.29166667)
#> 4) V22< 0.08617715 65 14 0 (0.78461538 0.21538462)
#> 8) V6>=0.097616 45 4 0 (0.91111111 0.08888889) *
#> 9) V6< 0.097616 20 10 0 (0.50000000 0.50000000)
#> 18) V30< -0.009209412 9 1 0 (0.88888889 0.11111111) *
#> 19) V30>=-0.009209412 11 2 1 (0.18181818 0.81818182) *
#> 5) V22>=0.08617715 7 0 1 (0.00000000 1.00000000) *
#> 3) V10>=0.19102 67 17 1 (0.25373134 0.74626866)
#> 6) V17>=0.6734435 20 6 0 (0.70000000 0.30000000)
#> 12) V19>=-0.1541019 11 0 0 (1.00000000 0.00000000) *
#> 13) V19< -0.1541019 9 3 1 (0.33333333 0.66666667) *
#> 7) V17< 0.6734435 47 3 1 (0.06382979 0.93617021) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.4892086 0.5107914)
#> 2) V15>=-0.1773476 75 21 0 (0.7200000 0.2800000)
#> 4) V46< 0.08398837 62 10 0 (0.8387097 0.1612903) *
#> 5) V46>=0.08398837 13 2 1 (0.1538462 0.8461538) *
#> 3) V15< -0.1773476 64 14 1 (0.2187500 0.7812500)
#> 6) V60< -0.007969147 16 5 0 (0.6875000 0.3125000) *
#> 7) V60>=-0.007969147 48 3 1 (0.0625000 0.9375000) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V35< 0.09585234 86 28 0 (0.67441860 0.32558140)
#> 4) V37< -0.2045624 49 7 0 (0.85714286 0.14285714) *
#> 5) V37>=-0.2045624 37 16 1 (0.43243243 0.56756757)
#> 10) V43>=-0.1117576 17 4 0 (0.76470588 0.23529412) *
#> 11) V43< -0.1117576 20 3 1 (0.15000000 0.85000000) *
#> 3) V35>=0.09585234 53 10 1 (0.18867925 0.81132075)
#> 6) V12< 0.3754426 10 2 0 (0.80000000 0.20000000) *
#> 7) V12>=0.3754426 43 2 1 (0.04651163 0.95348837) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 1 (0.48920863 0.51079137)
#> 2) V46>=-0.2816532 54 11 0 (0.79629630 0.20370370)
#> 4) V13< 0.3176477 45 5 0 (0.88888889 0.11111111) *
#> 5) V13>=0.3176477 9 3 1 (0.33333333 0.66666667) *
#> 3) V46< -0.2816532 85 25 1 (0.29411765 0.70588235)
#> 6) V35>=-0.009049849 8 0 0 (1.00000000 0.00000000) *
#> 7) V35< -0.009049849 77 17 1 (0.22077922 0.77922078)
#> 14) V5>=-0.07730557 12 4 0 (0.66666667 0.33333333) *
#> 15) V5< -0.07730557 65 9 1 (0.13846154 0.86153846)
#> 30) V12>=0.06351778 10 4 0 (0.60000000 0.40000000) *
#> 31) V12< 0.06351778 55 3 1 (0.05454545 0.94545455) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.0092722722 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V10 0.0000000000 0.713162285 0.70099820 0.0000000 0.00000000 0.000000000
#> V11 0.0000000000 0.700996177 -0.71315447 0.0000000 0.00000000 0.000000000
#> V12 0.0000000000 0.000000000 0.00000000 0.9178454 0.00000000 0.000000000
#> V13 0.0000000000 0.000000000 0.00000000 0.0000000 0.06137548 0.000000000
#> V14 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.003220855
#> V15 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V16 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V17 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V18 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V19 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V2 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V20 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V21 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V22 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V23 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V24 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V25 0.0000000000 0.000000000 0.00000000 0.0000000 0.99657863 0.000000000
#> V26 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V27 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V28 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V29 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V3 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V30 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V31 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V32 0.9999569633 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V33 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V34 0.0000000000 0.000000000 0.00000000 0.1713279 0.00000000 0.000000000
#> V35 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V36 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V37 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V38 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V39 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V4 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V40 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V41 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V42 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V43 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V44 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V45 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V46 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V47 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V48 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V49 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V5 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V50 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V51 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V52 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V53 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V54 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.472494804
#> V55 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 -0.881327570
#> V56 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V57 -0.0003105645 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V58 0.0000000000 -0.001978391 0.00349635 0.0000000 0.00000000 0.000000000
#> V59 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V6 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V60 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V7 0.0000000000 0.000000000 0.00000000 0.0000000 0.00000000 0.000000000
#> V8 0.0000000000 0.000000000 0.00000000 0.3580594 0.00000000 0.000000000
#> V9 0.0000000000 0.000000000 0.00000000 0.0000000 -0.05535416 0.000000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V10 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V11 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V12 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V13 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V14 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V15 -0.1867062 0.00000000 0.7284373 0.000000000 0.0000000 0.0000000000
#> V16 0.0000000 -0.08603893 0.0000000 0.000000000 0.0000000 0.0000000000
#> V17 0.3101273 0.00000000 -0.5929683 0.000000000 0.0000000 0.0000000000
#> V18 0.0000000 0.00000000 0.0000000 -0.145974037 0.0000000 0.0000000000
#> V19 0.0000000 0.00000000 0.0000000 0.000000000 0.8088964 0.0000000000
#> V2 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.1094313970
#> V20 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V21 0.0000000 0.00000000 0.0000000 0.000000000 -0.4955857 0.0000000000
#> V22 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V23 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V24 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V25 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V26 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V27 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V28 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V29 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V3 0.0000000 0.59511366 0.0000000 0.000000000 0.0000000 0.0000000000
#> V30 0.0000000 0.00000000 0.0000000 0.000000000 0.3163565 0.0000000000
#> V31 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V32 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V33 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V34 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V35 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V36 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V37 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V38 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V39 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V4 0.0000000 0.79902255 0.0000000 0.000000000 0.0000000 0.0000000000
#> V40 0.0000000 0.00000000 0.0000000 -0.989276435 0.0000000 0.0000000000
#> V41 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V42 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0005779841
#> V43 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V44 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V45 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V46 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V47 0.9321812 0.00000000 0.3431730 0.000000000 0.0000000 0.0000000000
#> V48 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V49 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V5 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V50 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V51 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V52 0.0000000 0.00000000 0.0000000 -0.004869848 0.0000000 0.0000000000
#> V53 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V54 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V55 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V56 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V57 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V58 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V59 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 -0.9939941827
#> V6 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V60 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V7 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V8 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V9 0.0000000 0.00000000 0.0000000 0.000000000 0.0000000 0.0000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V10 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V11 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V12 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V13 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 -0.64820848
#> V14 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V15 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V16 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V17 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V18 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V19 0.0000000 -0.5878313 0.0000000 0.000000000 0.0000000 0.00000000
#> V2 0.0000000 0.0000000 0.0000000 0.000000000 0.0000000 0.00000000
#> V20 0.3439349 0.0000000 0.0000000 0.000000000 -0.6229300 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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#> V20 V21 V22 V23 V24 V25
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#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2463768