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Storing and Using Confidence values
fstarsinic
Member Posts: 20 
Contributor II
I've created several models that work fairly well.
They return confidence values, which are useful (because I can sort a class by confidence).
When I combine the models and use a voting classifier, the resultant confidence values are just the percentage of total votes and the granular values are gone. I'm left with a far less granular set of confidence values, e.g., (0%,25%,50%,75%100%).
Is there a way to store the more granular values, combine them and get results that report the overall more granular confidence rather than just the vote percentage?
They return confidence values, which are useful (because I can sort a class by confidence).
When I combine the models and use a voting classifier, the resultant confidence values are just the percentage of total votes and the granular values are gone. I'm left with a far less granular set of confidence values, e.g., (0%,25%,50%,75%100%).
Is there a way to store the more granular values, combine them and get results that report the overall more granular confidence rather than just the vote percentage?
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Answers
i think what you want to do is to use Stacking.
Cheers,
Martin
Dortmund, Germany