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mlr3filters 0.6.0

  • Add FilterCarSurvScore (#120, @mllg)
  • Use featureless learner instead of rpart as default learner for FilterImportance and FilterPerformance (#124)
  • Add documentation for PipeOpFilter
  • Add mlr3pipelines examples to help pages (#135, @sebffischer)
  • Add label arg to Filter class (#121, @mllg)

mlr3filters 0.5.0

CRAN release: 2022-01-25

  • Add references to benchmark paper and praznik paper (#104)
  • New filter FilterSelectedFeatures which makes use of embedded feature selection methods of learners. See the help page for more details (#102)
  • Allow NA as task type. This makes it possible to use other tasks than "regr" or "classif" for certain filters, e.g. FilterVariance (#106)

mlr3filters 0.4.2

CRAN release: 2021-07-12

  • Fixes an issue where argument nfeat was not passed down to {praznik} filters (#97)

mlr3filters 0.4.1

CRAN release: 2021-03-08

  • Disable threading in praznik filters by default (5f24742e9b92f6a5f828c4f755be3fb53427afdb, @mllg) Enable by setting hyperparameter threads >= 2 or to 0 for auto-detection of available cores (#93, @mllg)
  • Document return type of private .calculate() (#92, @mllg)
  • Allow NA in returned vectors. Features with missing values as well as features with no calculated score are automatically ranked last, in a random order. (#92, @mllg)
  • praznik filters now also support regr Tasks (#90, @bommert)

mlr3filters 0.4.0

CRAN release: 2020-11-10

  • Add ReliefF filter (#86)
  • Fix praznik scores calculation: praznik filters are not monotone in the selected features due to their iterative fashion. E.g., the first selected feature can have a score of 5, the second selected feature a score of 10. This version replaces the praznik scores by a simple sequence (#87, @mllg)

mlr3filters 0.3.0

CRAN release: 2020-07-18

  • Add Permutation (#70)
  • Add flts() (#77)
  • Github Actions: set cron job to 4am to avoid potential download issues with R-devel on macOS
  • Filters now have a help method $help() which opens the respective help page (#68)

mlr3filters 0.2.0

CRAN release: 2020-03-12

Internal

  • Use private$.calculate instead of public “calculate” method for Filters
  • switch from Travis to GitHub Actions
  • Use Roxygen R6 notation for docs

Enhancements

  • new filter FilterFindCorrelation (#62, @mb706)

mlr3filters 0.1.1

CRAN release: 2019-12-08

  • Replace dependency Metrics with mlr3measures.

mlr3filters 0.1.0

CRAN release: 2019-09-04

  • Initial CRAN release.