Air Passengers Forecast Task

A forecast task for the popular datasets::AirPassengers data set. The task represents the monthly totals of international airline passengers from 1949 to 1960.

Format

R6::R6Class inheriting from TaskFcst.

Source

Box, P. GE, Jenkins, M. G, Reinsel, C. G (1976). Time Series Analysis, Forecasting and Control, 3rd edition. Holden-Day. Series G.

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: “fcst”

• Dimensions: 144x1

• Properties: “ordered”

• Has Missings: FALSE

• Target: “passengers”

• Features: -

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: mlr3::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/.

Other Task: TaskFcst, mlr_tasks_electricity, mlr_tasks_livestock, mlr_tasks_lynx, mlr_tasks_usaccdeaths