aimclub / FEDOT

Automated modeling and machine learning framework FEDOT
https://fedot.readthedocs.io
BSD 3-Clause "New" or "Revised" License
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probabilistic forecasting #373

Closed ahmadshahi closed 11 months ago

ahmadshahi commented 3 years ago

When we forecast futures values, there is always uncertainty around the values that needed to be quantified. This is called risk. It would be nice if we can provide a probabilistic forecast around the forecasted values.

nicl-nno commented 2 years ago

The idea of basic implementation is the following:

1) Obtain set of TOP-n best pipelines from OptHistory (see 'leaderboard') 2) Estimate the quantile-based boundaries of interval for each point of forecast 3) Add interval to the visualisation of forecast.

Expected results:

valer1435 commented 11 months ago

Closed by https://github.com/aimclub/FEDOT/pull/1149