tidyverts / tidyverts/fable

Feature request: Direct forecast

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enhancement
Dominant language
R
Stars
588
Forks
71
Avg merge
1h 58m
Merged PRs (30d)
1

Description

If I understand correctly, fable (and forecast) only deal with iterated forecasts, i.e., multiperiod-ahead time series forecasts are made using a one-period ahead model. Am I right? If so, would it be possible to add the option for direct forecasts, made using a horizon-specific estimated model, where the dependent variable is the multi-period ahead value being forecasted?

Reference

Marcellino, M., Stock, J. H., & Watson, M. W. (2006). A comparison of direct and iterated multistep AR methods for forecasting macroeconomic time series. Journal of Econometrics, 135(1-2), 499-526.

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by reviewing how fable and forecast currently produce iterated multiperiod forecasts, then read the cited Marcellino, Stock, and Watson paper on direct versus iterated methods. Done means defining and implementing a clear option for horizon-specific direct forecasts, with its behavior established for users.

Written by the indexing model from the issue text.

Assessment

Tech stack
r
Domain
data
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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