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 64 1 (0.46043165 0.53956835)
#> 2) V12>=-0.2309413 62 16 0 (0.74193548 0.25806452)
#> 4) V18>=-0.09090002 36 1 0 (0.97222222 0.02777778) *
#> 5) V18< -0.09090002 26 11 1 (0.42307692 0.57692308)
#> 10) V21>=-0.7038639 12 3 0 (0.75000000 0.25000000) *
#> 11) V21< -0.7038639 14 2 1 (0.14285714 0.85714286) *
#> 3) V12< -0.2309413 77 18 1 (0.23376623 0.76623377)
#> 6) V40< -0.09109581 21 8 0 (0.61904762 0.38095238)
#> 12) V50< -0.4073474 13 2 0 (0.84615385 0.15384615) *
#> 13) V50>=-0.4073474 8 2 1 (0.25000000 0.75000000) *
#> 7) V40>=-0.09109581 56 5 1 (0.08928571 0.91071429) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V52< 0.1708625 53 12 0 (0.77358491 0.22641509)
#> 4) V20< 0.439663 45 5 0 (0.88888889 0.11111111)
#> 8) V31>=-0.1785892 37 0 0 (1.00000000 0.00000000) *
#> 9) V31< -0.1785892 8 3 1 (0.37500000 0.62500000) *
#> 5) V20>=0.439663 8 1 1 (0.12500000 0.87500000) *
#> 3) V52>=0.1708625 86 23 1 (0.26744186 0.73255814)
#> 6) V27>=-0.5059056 54 22 1 (0.40740741 0.59259259)
#> 12) V53< -0.5851197 17 2 0 (0.88235294 0.11764706) *
#> 13) V53>=-0.5851197 37 7 1 (0.18918919 0.81081081)
#> 26) V11< 0.003346972 7 2 0 (0.71428571 0.28571429) *
#> 27) V11>=0.003346972 30 2 1 (0.06666667 0.93333333) *
#> 7) V27< -0.5059056 32 1 1 (0.03125000 0.96875000) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V11< 0.207561 53 11 0 (0.79245283 0.20754717)
#> 4) V4< 0.08430586 44 4 0 (0.90909091 0.09090909) *
#> 5) V4>=0.08430586 9 2 1 (0.22222222 0.77777778) *
#> 3) V11>=0.207561 86 22 1 (0.25581395 0.74418605)
#> 6) V38< -0.1783919 13 3 0 (0.76923077 0.23076923) *
#> 7) V38>=-0.1783919 73 12 1 (0.16438356 0.83561644)
#> 14) V16< 0.3222071 9 2 0 (0.77777778 0.22222222) *
#> 15) V16>=0.3222071 64 5 1 (0.07812500 0.92187500) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V9< 0.1211121 50 11 0 (0.78000000 0.22000000)
#> 4) V4>=-0.1045337 40 3 0 (0.92500000 0.07500000) *
#> 5) V4< -0.1045337 10 2 1 (0.20000000 0.80000000) *
#> 3) V9>=0.1211121 89 25 1 (0.28089888 0.71910112)
#> 6) V47>=-0.03265078 13 2 0 (0.84615385 0.15384615) *
#> 7) V47< -0.03265078 76 14 1 (0.18421053 0.81578947)
#> 14) V19>=0.9093352 10 3 0 (0.70000000 0.30000000) *
#> 15) V19< 0.9093352 66 7 1 (0.10606061 0.89393939)
#> 30) V12< 0.1281193 7 3 0 (0.57142857 0.42857143) *
#> 31) V12>=0.1281193 59 3 1 (0.05084746 0.94915254) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V12>=-0.1676736 49 10 0 (0.79591837 0.20408163)
#> 4) V26>=0.5093435 42 4 0 (0.90476190 0.09523810)
#> 8) V10< 0.09174248 35 0 0 (1.00000000 0.00000000) *
#> 9) V10>=0.09174248 7 3 1 (0.42857143 0.57142857) *
#> 5) V26< 0.5093435 7 1 1 (0.14285714 0.85714286) *
#> 3) V12< -0.1676736 90 25 1 (0.27777778 0.72222222)
#> 6) V54>=-0.218649 26 11 0 (0.57692308 0.42307692)
#> 12) V4< 0.01685264 19 4 0 (0.78947368 0.21052632) *
#> 13) V4>=0.01685264 7 0 1 (0.00000000 1.00000000) *
#> 7) V54< -0.218649 64 10 1 (0.15625000 0.84375000)
#> 14) V9< 0.02791044 13 6 0 (0.53846154 0.46153846) *
#> 15) V9>=0.02791044 51 3 1 (0.05882353 0.94117647) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V16>=-0.2458477 59 14 0 (0.76271186 0.23728814)
#> 4) V39>=-0.5607558 48 4 0 (0.91666667 0.08333333) *
#> 5) V39< -0.5607558 11 1 1 (0.09090909 0.90909091) *
#> 3) V16< -0.2458477 80 19 1 (0.23750000 0.76250000)
#> 6) V36>=0.03336593 18 5 0 (0.72222222 0.27777778) *
#> 7) V36< 0.03336593 62 6 1 (0.09677419 0.90322581) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V11>=-0.1483115 57 13 0 (0.77192982 0.22807018)
#> 4) V4>=-0.02971485 43 3 0 (0.93023256 0.06976744) *
#> 5) V4< -0.02971485 14 4 1 (0.28571429 0.71428571) *
#> 3) V11< -0.1483115 82 20 1 (0.24390244 0.75609756)
#> 6) V26< -0.1378017 29 14 0 (0.51724138 0.48275862)
#> 12) V37< 0.21606 13 1 0 (0.92307692 0.07692308) *
#> 13) V37>=0.21606 16 3 1 (0.18750000 0.81250000) *
#> 7) V26>=-0.1378017 53 5 1 (0.09433962 0.90566038) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V37< 0.1764093 59 14 0 (0.76271186 0.23728814)
#> 4) V20>=-0.2046226 44 4 0 (0.90909091 0.09090909) *
#> 5) V20< -0.2046226 15 5 1 (0.33333333 0.66666667) *
#> 3) V37>=0.1764093 80 19 1 (0.23750000 0.76250000)
#> 6) V35>=0.001984988 13 4 0 (0.69230769 0.30769231) *
#> 7) V35< 0.001984988 67 10 1 (0.14925373 0.85074627)
#> 14) V41< -0.09167114 7 2 0 (0.71428571 0.28571429) *
#> 15) V41>=-0.09167114 60 5 1 (0.08333333 0.91666667)
#> 30) V47< 0.08042974 7 3 0 (0.57142857 0.42857143) *
#> 31) V47>=0.08042974 53 1 1 (0.01886792 0.98113208) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.4604317 0.5395683)
#> 2) V9>=-0.2953205 57 13 0 (0.7719298 0.2280702)
#> 4) V35< 0.0579621 48 5 0 (0.8958333 0.1041667) *
#> 5) V35>=0.0579621 9 1 1 (0.1111111 0.8888889) *
#> 3) V9< -0.2953205 82 20 1 (0.2439024 0.7560976)
#> 6) V15>=0.4807694 22 8 0 (0.6363636 0.3636364)
#> 12) V9>=-0.5751296 11 0 0 (1.0000000 0.0000000) *
#> 13) V9< -0.5751296 11 3 1 (0.2727273 0.7272727) *
#> 7) V15< 0.4807694 60 6 1 (0.1000000 0.9000000) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 1 (0.46043165 0.53956835)
#> 2) V11>=-0.2147336 49 9 0 (0.81632653 0.18367347)
#> 4) V49< 0.4173277 33 0 0 (1.00000000 0.00000000) *
#> 5) V49>=0.4173277 16 7 1 (0.43750000 0.56250000) *
#> 3) V11< -0.2147336 90 24 1 (0.26666667 0.73333333)
#> 6) V36>=0.5865392 49 23 1 (0.46938776 0.53061224)
#> 12) V40>=0.1339922 12 1 0 (0.91666667 0.08333333) *
#> 13) V40< 0.1339922 37 12 1 (0.32432432 0.67567568)
#> 26) V27< -0.8611384 11 2 0 (0.81818182 0.18181818) *
#> 27) V27>=-0.8611384 26 3 1 (0.11538462 0.88461538) *
#> 7) V36< 0.5865392 41 1 1 (0.02439024 0.97560976) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 -0.99356998 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V10 0.00000000 0.26208499 0.000000000 0.00000000 0.00000000 0.0000000000
#> V11 0.00000000 0.00000000 0.002896535 0.00000000 0.00000000 0.0000000000
#> V12 0.00000000 0.00000000 0.000000000 -0.99978208 0.00000000 0.0000000000
#> V13 0.00000000 0.00000000 0.000000000 0.00000000 -0.22696832 0.0000000000
#> V14 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 -0.1413220526
#> V15 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V16 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V17 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V18 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V19 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V2 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 -0.0007964764
#> V20 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V21 0.00000000 0.00000000 0.000000000 -0.01780237 0.00000000 0.0000000000
#> V22 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V23 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V24 0.00000000 0.00000000 0.000000000 0.00000000 0.97311288 0.0000000000
#> V25 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V26 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V27 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V28 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V29 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V3 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V30 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V31 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V32 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V33 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V34 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V35 0.00000000 0.96482081 0.000000000 0.00000000 0.00000000 0.0000000000
#> V36 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V37 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V38 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.9899633544
#> V39 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V4 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V40 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V41 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V42 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V43 0.06915862 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V44 0.00000000 0.00000000 0.000000000 0.00000000 -0.03920086 0.0000000000
#> V45 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V46 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V47 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V48 0.00000000 0.02079076 0.000000000 0.00000000 0.00000000 0.0000000000
#> V49 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V5 0.00000000 0.00000000 0.000000000 -0.01090302 0.00000000 0.0000000000
#> V50 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V51 0.00000000 0.00000000 0.855613950 0.00000000 0.00000000 0.0000000000
#> V52 0.00000000 0.00000000 0.517606394 0.00000000 0.00000000 0.0000000000
#> V53 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V54 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V55 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V56 -0.08964255 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V57 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V58 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V59 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V6 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V60 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V7 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V8 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V9 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.0000000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V10 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V11 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V12 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V13 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V14 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.064593363
#> V15 -0.09210764 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V16 0.00000000 0.005493683 0.000000000 0.00000000 0.00000000 0.000000000
#> V17 0.00000000 0.000000000 0.999984442 0.00000000 0.00000000 0.000000000
#> V18 0.00000000 0.000000000 0.000000000 -0.08160198 0.00000000 0.000000000
#> V19 0.00000000 0.000000000 0.000000000 0.00000000 0.99109287 0.000000000
#> V2 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 -0.997876161
#> V20 0.04593322 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V21 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V22 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V23 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V24 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V25 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V26 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V27 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V28 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V29 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V3 0.00000000 0.000000000 0.000000000 0.00000000 0.01124429 0.000000000
#> V30 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V31 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V32 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V33 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V34 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V35 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V36 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V37 0.00000000 -0.004034604 0.000000000 0.00000000 0.00000000 0.000000000
#> V38 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.008418172
#> V39 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V4 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V40 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V41 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V42 -0.99468906 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V43 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V44 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V45 0.00000000 0.000000000 0.002275791 0.00000000 0.00000000 0.000000000
#> V46 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V47 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V48 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V49 0.00000000 0.000000000 0.000000000 -0.99625854 0.00000000 0.000000000
#> V5 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V50 0.00000000 0.999976770 0.000000000 0.00000000 0.00000000 0.000000000
#> V51 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V52 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V53 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V54 0.00000000 0.000000000 0.000000000 -0.02846112 0.00000000 0.000000000
#> V55 0.00000000 0.000000000 0.005092877 0.00000000 0.00000000 0.000000000
#> V56 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V57 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V58 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V59 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V6 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V60 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V7 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V8 0.00000000 0.000000000 0.000000000 0.00000000 0.13269701 0.000000000
#> V9 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> V20 V21 V22 V23 V24 V25
#> V1 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V10 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V11 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V12 0.000000000 0.01839060 0.00000000 0.000000000 0.00000000 0.00000000
#> V13 0.000000000 0.00000000 0.00000000 0.000000000 0.06530195 0.00000000
#> V14 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V15 -0.432052053 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V16 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V17 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V18 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V19 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V2 0.000000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V20 -0.901847182 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> V21 0.000000000 -0.99823517 0.00000000 0.000000000 0.00000000 0.00000000
#> V22 0.000000000 0.00000000 -0.80069116 0.000000000 0.00000000 0.00000000
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#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.000000000 0.000000000 0.0000000 0.00000000 0.000000000
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#> V26 V27 V28 V29 V3 V30
#> V1 -0.99569684 0.0000000 0.0000000 0.000000000 0.00000000 0.000000000
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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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#> V20 V21 V22 V23 V24 V25
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V37 V38 V39 V4 V40 V41
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#> V15 V16 V17 V18 V19 V2
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#> V20 V21 V22 V23 V24 V25
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#> V26 V27 V28 V29 V3 V30
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#> V31 V32 V33 V34 V35 V36
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#> V60 0.00000000 0.0000000 -0.946355926 0.00000000 0.00000000 0.00000000
#> V7 0.00000000 0.0000000 0.000000000 0.01465641 0.00000000 0.00000000
#> V8 0.00000000 0.0000000 0.000000000 0.00000000 -0.99417613 0.00000000
#> V9 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 -0.02812059
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1594203