modeltime.ensemble (development version)

modeltime.ensemble 1.0.4

Error in `tune::show_best()`:
! `...` must be empty.
✖ Problematic argument:
• ..1 = metric
ℹ Did you forget to name an argument?

modeltime.ensemble 1.0.3

modeltime.ensemble 1.0.2

modeltime.ensemble 1.0.1

Fixes

modeltime.ensemble 1.0.0

NEW Nested Modeltime Ensembles

In modeltime 1.0.0, we introduced Nested Forecasting as a way to forecast many time series iteratively. In modeltime.ensemble 1.0.0, we introduce nested ensembles that can improve forecasting performance and be applied to many time series iteratively. We have added:

New Vignette (Nested Ensembles)

modeltime.ensemble 0.4.2

Compatibility with modeltime 0.7.0.

modeltime.ensemble 0.4.1

modeltime.ensemble 0.4.0

Recursive Ensembles

Fixes

modeltime.ensemble 0.3.0

Panel Data

Changes

modeltime.ensemble 0.2.0

Stacked Ensembles (Breaking Changes)

The process for creating stacked ensembles is split into 2 steps:

Note - modeltime_refit(stacked_ensemble) is still one step, which is the best way to handle refitting since multiple stacked models may have different submodel compositions. An additional argument, resamples can be provided to train stacked ensembles made with ensemble_model_spec().

modeltime.ensemble 0.1.0