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 61 1 (0.43884892 0.56115108)
#> 2) V51>=-0.2418431 47 8 0 (0.82978723 0.17021277)
#> 4) V38>=-0.06390232 39 2 0 (0.94871795 0.05128205) *
#> 5) V38< -0.06390232 8 2 1 (0.25000000 0.75000000) *
#> 3) V51< -0.2418431 92 22 1 (0.23913043 0.76086957)
#> 6) V31< -0.9930935 8 0 0 (1.00000000 0.00000000) *
#> 7) V31>=-0.9930935 84 14 1 (0.16666667 0.83333333)
#> 14) V9>=-0.109333 17 8 1 (0.47058824 0.52941176) *
#> 15) V9< -0.109333 67 6 1 (0.08955224 0.91044776)
#> 30) V13>=-0.02908432 21 6 1 (0.28571429 0.71428571)
#> 60) V14>=-0.06583682 7 2 0 (0.71428571 0.28571429) *
#> 61) V14< -0.06583682 14 1 1 (0.07142857 0.92857143) *
#> 31) V13< -0.02908432 46 0 1 (0.00000000 1.00000000) *
#>
#> $models[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.43884892 0.56115108)
#> 2) V57< 0.2378655 47 9 0 (0.80851064 0.19148936)
#> 4) V20>=-0.3000785 34 1 0 (0.97058824 0.02941176) *
#> 5) V20< -0.3000785 13 5 1 (0.38461538 0.61538462) *
#> 3) V57>=0.2378655 92 23 1 (0.25000000 0.75000000)
#> 6) V5< 0.0262183 28 12 0 (0.57142857 0.42857143)
#> 12) V31>=0.2814382 14 2 0 (0.85714286 0.14285714) *
#> 13) V31< 0.2814382 14 4 1 (0.28571429 0.71428571) *
#> 7) V5>=0.0262183 64 7 1 (0.10937500 0.89062500)
#> 14) V42>=-0.1714577 7 2 0 (0.71428571 0.28571429) *
#> 15) V42< -0.1714577 57 2 1 (0.03508772 0.96491228) *
#>
#> $models[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.43884892 0.56115108)
#> 2) V11>=-0.3030251 52 11 0 (0.78846154 0.21153846)
#> 4) V4>=-0.0856661 42 4 0 (0.90476190 0.09523810) *
#> 5) V4< -0.0856661 10 3 1 (0.30000000 0.70000000) *
#> 3) V11< -0.3030251 87 20 1 (0.22988506 0.77011494)
#> 6) V36>=0.3632361 44 19 1 (0.43181818 0.56818182)
#> 12) V31< -0.431895 18 5 0 (0.72222222 0.27777778) *
#> 13) V31>=-0.431895 26 6 1 (0.23076923 0.76923077) *
#> 7) V36< 0.3632361 43 1 1 (0.02325581 0.97674419) *
#>
#> $models[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.43884892 0.56115108)
#> 2) V42< 0.1686562 54 11 0 (0.79629630 0.20370370)
#> 4) V47< 0.03345958 38 2 0 (0.94736842 0.05263158) *
#> 5) V47>=0.03345958 16 7 1 (0.43750000 0.56250000) *
#> 3) V42>=0.1686562 85 18 1 (0.21176471 0.78823529)
#> 6) V51< 0.03376572 21 10 0 (0.52380952 0.47619048)
#> 12) V32< -0.4916147 8 0 0 (1.00000000 0.00000000) *
#> 13) V32>=-0.4916147 13 3 1 (0.23076923 0.76923077) *
#> 7) V51>=0.03376572 64 7 1 (0.10937500 0.89062500) *
#>
#> $models[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.43884892 0.56115108)
#> 2) V45>=-0.1632952 31 2 0 (0.93548387 0.06451613) *
#> 3) V45< -0.1632952 108 32 1 (0.29629630 0.70370370)
#> 6) V19>=0.2169013 8 0 0 (1.00000000 0.00000000) *
#> 7) V19< 0.2169013 100 24 1 (0.24000000 0.76000000)
#> 14) V49< 0.07043733 49 20 1 (0.40816327 0.59183673)
#> 28) V48< 0.6477315 18 6 0 (0.66666667 0.33333333) *
#> 29) V48>=0.6477315 31 8 1 (0.25806452 0.74193548) *
#> 15) V49>=0.07043733 51 4 1 (0.07843137 0.92156863)
#> 30) V4>=-0.06230792 7 3 0 (0.57142857 0.42857143) *
#> 31) V4< -0.06230792 44 0 1 (0.00000000 1.00000000) *
#>
#> $models[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.43884892 0.56115108)
#> 2) V50>=-0.2340981 57 12 0 (0.78947368 0.21052632)
#> 4) V59>=-0.04074702 41 2 0 (0.95121951 0.04878049) *
#> 5) V59< -0.04074702 16 6 1 (0.37500000 0.62500000) *
#> 3) V50< -0.2340981 82 16 1 (0.19512195 0.80487805)
#> 6) V18>=0.6307248 42 16 1 (0.38095238 0.61904762)
#> 12) V31>=0.4375647 16 3 0 (0.81250000 0.18750000) *
#> 13) V31< 0.4375647 26 3 1 (0.11538462 0.88461538) *
#> 7) V18< 0.6307248 40 0 1 (0.00000000 1.00000000) *
#>
#> $models[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.4388489 0.5611511)
#> 2) V5>=-0.2135536 58 13 0 (0.7758621 0.2241379)
#> 4) V30< 0.9950328 51 7 0 (0.8627451 0.1372549) *
#> 5) V30>=0.9950328 7 1 1 (0.1428571 0.8571429) *
#> 3) V5< -0.2135536 81 16 1 (0.1975309 0.8024691)
#> 6) V18>=-0.001228744 9 2 0 (0.7777778 0.2222222) *
#> 7) V18< -0.001228744 72 9 1 (0.1250000 0.8750000)
#> 14) V26< 0.3656367 8 3 0 (0.6250000 0.3750000) *
#> 15) V26>=0.3656367 64 4 1 (0.0625000 0.9375000) *
#>
#> $models[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.4388489 0.5611511)
#> 2) V25< 0.1068339 46 7 0 (0.8478261 0.1521739)
#> 4) V27>=0.04630656 36 0 0 (1.0000000 0.0000000) *
#> 5) V27< 0.04630656 10 3 1 (0.3000000 0.7000000) *
#> 3) V25>=0.1068339 93 22 1 (0.2365591 0.7634409)
#> 6) V44>=-0.5781176 53 22 1 (0.4150943 0.5849057)
#> 12) V18< 0.01199531 26 9 0 (0.6538462 0.3461538)
#> 24) V39>=-0.02520335 9 0 0 (1.0000000 0.0000000) *
#> 25) V39< -0.02520335 17 8 1 (0.4705882 0.5294118) *
#> 13) V18>=0.01199531 27 5 1 (0.1851852 0.8148148)
#> 26) V10>=-0.2084434 7 3 0 (0.5714286 0.4285714) *
#> 27) V10< -0.2084434 20 1 1 (0.0500000 0.9500000) *
#> 7) V44< -0.5781176 40 0 1 (0.0000000 1.0000000) *
#>
#> $models[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.43884892 0.56115108)
#> 2) V12>=-0.191267 59 14 0 (0.76271186 0.23728814)
#> 4) V10< 0.0346287 51 7 0 (0.86274510 0.13725490)
#> 8) V26>=0.01311775 42 2 0 (0.95238095 0.04761905) *
#> 9) V26< 0.01311775 9 4 1 (0.44444444 0.55555556) *
#> 5) V10>=0.0346287 8 1 1 (0.12500000 0.87500000) *
#> 3) V12< -0.191267 80 16 1 (0.20000000 0.80000000)
#> 6) V11< 0.006034526 9 2 0 (0.77777778 0.22222222) *
#> 7) V11>=0.006034526 71 9 1 (0.12676056 0.87323944)
#> 14) V26< 0.01200806 8 3 0 (0.62500000 0.37500000) *
#> 15) V26>=0.01200806 63 4 1 (0.06349206 0.93650794) *
#>
#> $models[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 1 (0.43884892 0.56115108)
#> 2) V12< 0.2598482 53 13 0 (0.75471698 0.24528302)
#> 4) V46< 0.4281671 41 4 0 (0.90243902 0.09756098)
#> 8) V21>=-0.0578188 34 0 0 (1.00000000 0.00000000) *
#> 9) V21< -0.0578188 7 3 1 (0.42857143 0.57142857) *
#> 5) V46>=0.4281671 12 3 1 (0.25000000 0.75000000) *
#> 3) V12>=0.2598482 86 21 1 (0.24418605 0.75581395)
#> 6) V39>=0.1003709 9 1 0 (0.88888889 0.11111111) *
#> 7) V39< 0.1003709 77 13 1 (0.16883117 0.83116883) *
#>
#>
#> $loadings
#> $loadings[[1]]
#> V1 V10 V11 V12 V13 V14
#> V1 0.01627486 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V10 0.00000000 0.7387736 0.0000000 0.000000000 0.65742279 0.0000000
#> V11 0.00000000 0.0000000 0.6774460 0.000000000 0.00000000 0.0000000
#> V12 0.00000000 0.0000000 0.0000000 -0.003088162 0.00000000 0.0000000
#> V13 0.00000000 0.6547077 0.0000000 0.000000000 -0.75230270 0.0000000
#> V14 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.1461549
#> V15 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V16 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V17 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V18 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V19 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V2 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V20 0.71244736 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V21 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V22 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V23 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V24 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V25 0.00000000 0.0000000 0.0000000 0.010694791 0.00000000 0.0000000
#> V26 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V27 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V28 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V29 0.00000000 0.0000000 -0.1843967 0.000000000 0.00000000 0.0000000
#> V3 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V30 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V31 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V32 0.70153680 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V33 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V34 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V35 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V36 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.1442207
#> V37 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V38 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V39 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V4 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V40 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V41 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V42 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V43 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V44 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 -0.9786926
#> V45 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V46 0.00000000 0.0000000 0.7120848 0.000000000 0.00000000 0.0000000
#> V47 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V48 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V49 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V5 0.00000000 0.1599107 0.0000000 0.000000000 0.04284776 0.0000000
#> V50 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V51 0.00000000 0.0000000 0.0000000 0.999938040 0.00000000 0.0000000
#> V52 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V53 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V54 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V55 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V56 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V57 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V58 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V59 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V6 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V60 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V7 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V8 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V9 0.00000000 0.0000000 0.0000000 0.000000000 0.00000000 0.0000000
#> V15 V16 V17 V18 V19 V2
#> V1 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V10 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V11 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V12 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V13 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V14 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V15 0.07440801 0.0000000000 0.0000000000 0.000000000 0.52637906 0.00000000
#> V16 0.00000000 -0.7605870433 0.6492358771 0.000000000 0.00000000 0.00000000
#> V17 0.00000000 0.6492359152 0.7605870932 0.000000000 0.00000000 0.00000000
#> V18 0.00000000 0.0000000000 0.0000000000 -0.747563295 0.00000000 0.00000000
#> V19 -0.02585304 0.0000000000 0.0000000000 0.000000000 0.85007515 0.00000000
#> V2 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.07296824
#> V20 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V21 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V22 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V23 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V24 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V25 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V26 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V27 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V28 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V29 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V3 -0.99689271 0.0000000000 0.0000000000 0.000000000 0.01724337 0.00000000
#> V30 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V31 0.00000000 0.0000000000 0.0000000000 0.664187868 0.00000000 0.00000000
#> V32 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V33 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V34 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V35 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V36 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V37 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.99727987
#> V38 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V39 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V4 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V40 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V41 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V42 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V43 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V44 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V45 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V46 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V47 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V48 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V49 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V5 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V50 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V51 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V52 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V53 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V54 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V55 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V56 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V57 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.01041657
#> V58 0.00000000 0.0002754767 -0.0002226511 0.000000000 0.00000000 0.00000000
#> V59 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V6 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V60 0.00000000 0.0000000000 0.0000000000 -0.001896422 0.00000000 0.00000000
#> V7 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V8 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V9 0.00000000 0.0000000000 0.0000000000 0.000000000 0.00000000 0.00000000
#> V20 V21 V22 V23 V24 V25
#> V1 -0.99986754 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V10 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V11 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V12 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.1139706
#> V13 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V14 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V15 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V16 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V17 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V18 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V19 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V2 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V20 0.01172319 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
#> V21 0.00000000 0.6128281 0.0000000 0.00000000 0.7131416 0.0000000
#> V22 0.00000000 0.0000000 -0.3500407 0.00000000 0.0000000 0.0000000
#> V23 0.00000000 0.0000000 0.0000000 -0.16408336 0.0000000 0.0000000
#> V24 0.00000000 0.7175081 0.0000000 0.00000000 -0.6826560 0.0000000
#> V25 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 -0.9934235
#> V26 0.00000000 0.0000000 -0.6625516 0.00000000 0.0000000 0.0000000
#> V27 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
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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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#> V42 V43 V44 V45 V46 V47
#> V1 0.0000000 0.0000000 0.0000000 0.0000000000 0.0000000 0.0000000
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#> V48 V49 V5 V50 V51 V52
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#> V20 V21 V22 V23 V24 V25
#> V1 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.040999405
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#> V26 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.000000000
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#> V56 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.000000000
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#> V26 V27 V28 V29 V3 V30
#> V1 0.0000000 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000
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#> V31 V32 V33 V34 V35 V36
#> V1 0.00000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
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#> V37 V38 V39 V4 V40 V41
#> V1 0.000000000 0.0000000 0.000000000 0.00000000 0.0000000 0.0000000000
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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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#> V42 V43 V44 V45 V46 V47
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#> V20 V21 V22 V23 V24 V25
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#> V31 V32 V33 V34 V35 V36
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#> V9
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#> V48 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V49 -0.0033587254 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V5 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V50 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V51 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V52 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V53 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V54 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V55 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V56 0.0000000000 0.0000000000 0.00000000 0.00000000 -0.999979201 0.00000000
#> V57 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V58 -0.0004250233 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V59 0.0000000000 0.7528437301 0.00000000 0.01237527 0.000000000 0.00000000
#> V6 0.0000000000 0.0000000000 0.06504626 0.00000000 0.000000000 0.00000000
#> V60 0.0000000000 -0.6581992904 0.00000000 0.01398649 0.000000000 0.00000000
#> V7 0.0000000000 0.0000000000 0.00000000 0.00000000 0.005510554 0.00000000
#> V8 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 -0.27337476
#> V9 0.0000000000 0.0000000000 0.00000000 0.00000000 0.000000000 0.00000000
#> V9
#> V1 0.00000000
#> V10 0.00000000
#> V11 0.00000000
#> V12 0.00000000
#> V13 0.00000000
#> V14 0.00000000
#> V15 0.00000000
#> V16 0.00000000
#> V17 0.00000000
#> V18 0.00000000
#> V19 0.00000000
#> V2 0.00000000
#> V20 0.00000000
#> V21 -0.07604424
#> V22 0.00000000
#> V23 0.00000000
#> V24 0.00000000
#> V25 0.00000000
#> V26 0.00000000
#> V27 0.96067256
#> V28 0.00000000
#> V29 0.00000000
#> V3 0.00000000
#> V30 0.00000000
#> V31 0.00000000
#> V32 0.00000000
#> V33 0.00000000
#> V34 0.00000000
#> V35 0.00000000
#> V36 0.00000000
#> V37 0.00000000
#> V38 0.00000000
#> V39 0.00000000
#> V4 0.00000000
#> V40 0.00000000
#> V41 0.00000000
#> V42 0.00000000
#> V43 0.00000000
#> V44 0.00000000
#> V45 0.00000000
#> V46 0.00000000
#> V47 0.00000000
#> V48 0.00000000
#> V49 0.00000000
#> V5 0.00000000
#> V50 0.00000000
#> V51 0.00000000
#> V52 0.00000000
#> V53 0.00000000
#> V54 0.00000000
#> V55 0.00000000
#> V56 0.00000000
#> V57 0.00000000
#> V58 0.00000000
#> V59 0.00000000
#> V6 0.00000000
#> V60 0.00000000
#> V7 0.00000000
#> V8 0.00000000
#> V9 -0.26706835
#>
#>
#> $columnnames
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#>
#> attr(,"class")
#> [1] "rotationForest"
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2318841