Conformal 0.1.0 splitconformal - CyrilB1531/lodestar GitHub Wiki

Lodestar.Conformal 0.1.0. This page is frozen at that release. Read the current documentation for what main says now. A link to a decision or a migration page follows main, and leaves the archive.

SplitConformal

An interval instead of a point, a set instead of a class โ€” and a coverage guarantee attached to each. Static, stateless, and it never sees your model.

Members

Member What it does
SplitConformal.Quantile The calibrated quantile: the k-th smallest calibration score.
SplitConformal.AbsoluteResiduals A regressor's calibration scores, |y โˆ’ ลท|.
SplitConformal.Interval [ลท โˆ’ q, ลท + q] around a point prediction.
SplitConformal.LeastAmbiguousScores A classifier's LAC calibration scores, 1 โˆ’ pฬ‚(true class).
SplitConformal.PredictionSet Every class whose probability clears 1 โˆ’ q. Possibly none.