Air Passengers Regression Task

A toy regression task for the datasets::AirPassengers data set. The task represents a monthly time series and is ordered by its only feature date.

Format

R6::R6Class inheriting from mlr3::TaskRegr.

Dictionary

This Task can be instantiated via the dictionary mlr_tasks or with the associated sugar function tsk():

mlr_tasks$get("airpassengers")
tsk("airpassengers")

Meta Information

• Task type: “regr”

• Dimensions: 144x2

• Properties: “ordered”

• Has Missings: FALSE

• Target: “passengers”

• Features: “date”

See also

• Chapter in the mlr3book: https://mlr3book.mlr-org.com/chapters/chapter2/data_and_basic_modeling.html

• Package mlr3data for more toy tasks.

• Package mlr3oml for downloading tasks from https://www.openml.org.

• Package mlr3viz for some generic visualizations.

• Dictionary of Tasks: mlr_tasks

• as.data.table(mlr_tasks) for a table of available Tasks in the running session (depending on the loaded packages).

• mlr3fselect and mlr3filters for feature selection and feature filtering.

• Extension packages for additional task types:

  • Unsupervised clustering: mlr3cluster

  • Probabilistic supervised regression and survival analysis: https://mlr3proba.mlr-org.com/.