themis 1.0.2

Improvements

• Many internal changes to improve consistency and slight speed increases.

themis 1.0.1

Improvements

• Fixed bug where some upsampling functions would error if no upsampling was needed. (#119)

• Steps with tunable arguments now have those arguments listed in the documentation.

themis 1.0.0

• Added case weights support for step_upsample() and step_downsample()

themis 0.2.2

• tomek() has been added, rewritten to apply to multiple classes, removing the need for the unbalanced package, which has been removed as a dependency.

themis 0.2.1

• A bug was fixed in step_downsample() and step_upsample() that made the steps unable to be tuned. (#90)

themis 0.2.0

New steps

• step_smotenc() have been added to implement SMOTENC which can handle categorical as well as numerical values. Thanks to @RobertGregg (#82)

Improvements and Other Changes

• export nearmiss() functions to users.
• Update examples to no longer use iris or okc data sets.
• All recipe steps now officially support empty selections to be more aligned with dplyr and other packages that use tidyselect (#55)

Bug fixes

• step_rose() now correctly allows you to use characters variables. (#26)
• step_tomek() now ignore non-predictor variables when appropriate. (#51)
• Fix bug where wrong ordering of columns caused error in smote(). (#76)

themis 0.1.4

• export smote(), adasyn(), and bsmote() functions to users.

themis 0.1.3

• Steps that use nearest neighbors gives cleaner errors.

themis 0.1.2

• tuneable steps now properly work with tune package.
• Steps now Retain original factor level ordering. (#22)
• Oversampling steps now ignore non-predictor variables when appropiate. (#20)

themis 0.1.1

• step_smote() now work regardless of order of classes. Thanks to @sebastien-foulle for point it out #14.