hi gael,

> In the scikit, there is a convention that everything that is a 'score' is
> 'bigger is better'. The reason is that it enables black box optimizers to
> tune parameters or select models based on this score. I wouldn't like
> to enforce that it is bound between 0 and 1 because many scores used in
> real life are not bound.


understandable. i just didn't know the convention.


> Also, in general, you cannot interpret a score (like explained_variance) as
> related to a p-value.


i don't quite understand what you mean by this. i wasn't trying to interpret
explained_variance as a p-value. that's why i was using the permutation
test, to give me a p value corresponding to my observed explained_variance
value. sorry if i wasn't clear.


> I wouldn't try to have a too simple message by fitting all the metrics in
> the framework. I don't think that it can work: they test for different
> things.
>

i think just a note to say 'bigger is better' would suffice wherever a score
func is used.

cheers,

satra


>
> Gaƫl
>
>
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