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[ENH] survival prediction compositor - reducers to tabular probabilistic regression #161
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Codecov ReportAttention:
Additional details and impacted files@@ Coverage Diff @@
## main #161 +/- ##
==========================================
- Coverage 64.82% 63.93% -0.89%
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Files 110 114 +4
Lines 5705 5870 +165
Branches 1069 1087 +18
==========================================
+ Hits 3698 3753 +55
- Misses 1722 1825 +103
- Partials 285 292 +7 ☔ View full report in Codecov by Sentry. |
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Labels
enhancement
implementing algorithms
Implementing algorithms, estimators, objects native to skpro
module:survival&time-to-event
module for time-to-event prediction aka survival prediction
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This PR adds two survival prediction compositors which take probabilistic supervised regressor (including possibly a survival capable regressor) and create survival predictors - i.e., reducers from survival prediction to probabilistic supervised regression.
The two compositors added are common simple baselines in survival regression:
FitUncensored
- subsets to uncensored data and fits on the subsampleConditionUncensored
- addsC
as column infit
, and fills 0 (uncensored) for the same column inpredict
-like methods.Depends on #157