A forecast task for the popular datasets::lynx data set. The task represents the annual numbers of lynx trappings in Canada from 1821 to 1934.
Format
R6::R6Class inheriting from TaskFcst.
Source
Brockwell, J. P, Davis, A. R (1991). Time Series: Theory and Methods, 2nd edition. Springer, New York.
Dictionary
This Task can be instantiated via the dictionary mlr_tasks or with the associated sugar function tsk():
Meta Information
Task type: “fcst”
Dimensions: 114x1
Properties: “ordered”
Has Missings:
FALSETarget: “count”
Features: -
References
Campbell, J. M, Walker, M. A (1977). “A Survey of Statistical Work on the Mackenzie River Series of Annual Canadian Lynx Trappings for the Years 1821-1934 and a New Analysis.” Journal of the Royal Statistical Society. Series A (General), 140(4), 411–431. doi:10.2307/2345277 .
Becker, A. R, Chambers, M. J, Wilks, R. A (1988). The New S Language. Chapman and Hall/CRC, London.
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.
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_airpassengers,
mlr_tasks_electricity,
mlr_tasks_livestock,
mlr_tasks_usaccdeaths