From 7be96efda0f96b4a0403f6d7bab84a94193d60de Mon Sep 17 00:00:00 2001 From: Candice Moyet Date: Tue, 1 Aug 2023 14:53:47 +0200 Subject: [PATCH] UPD: precisions on theoretical description cs --- doc/theoretical_description_conformity_scores.rst | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/doc/theoretical_description_conformity_scores.rst b/doc/theoretical_description_conformity_scores.rst index f3de2ea3a..fcdfde1aa 100644 --- a/doc/theoretical_description_conformity_scores.rst +++ b/doc/theoretical_description_conformity_scores.rst @@ -2,9 +2,9 @@ .. _theoretical_description_conformity_scores: -========================================= -Theoretical Description Conformity Scores -========================================= +============================================= +Theoretical Description for Conformity Scores +============================================= The :class:`mapie.conformity_scores.ConformityScore` class implements various methods to compute conformity scores for regression. @@ -34,7 +34,7 @@ of the model : in regression it is called the residual. .. math:: |Y-\hat{\mu}(X)| With this score the intervals of predictions will be constant over the whole dataset. -This score is symmetric (*see above for definition*). +This score is by default symmetric (*see above for definition*). 2. The gamma score ================== @@ -45,7 +45,7 @@ notion of adaptivity with the normalization of the residuals by the predictions. .. math:: \frac{|Y-\hat{\mu}(X)|}{\hat{\mu}(X)} It computes adaptive intervals : intervals of different size on each example. -This score is asymmetric (*see definition above*). +This score is by default asymmetric (*see definition above*). Compared to the absolute residual score, it allows to see regions with smaller intervals than others which are interpreted as regions with more certainty than others.