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
appropriate. (#20)
themis 0.1.1
step_smote()
now work regardless of order of classes.
Thanks to @sebastien-foulle for point it out
#14.
themis 0.1.0
- Added a
NEWS.md
file to track changes to the
package.