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Implementation of a POMDP node for classification#1

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Hororohoruru wants to merge 17 commits intomainfrom
pomdp
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Implementation of a POMDP node for classification#1
Hororohoruru wants to merge 17 commits intomainfrom
pomdp

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@Hororohoruru
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This is the PR for the implementation of POMDP as an alternative strategy to output predictions.

@Hororohoruru Hororohoruru self-assigned this Feb 13, 2024
@mesca
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mesca commented Feb 14, 2024

Since POMDP requires to learn from from the training dataset, wouldn't it be better to implement this algorithm as a sklearn estimator?

@Hororohoruru
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The POMDP does not learn from the training dataset, like the classification pipeline. Rather, it needs a confusion matrix generated from the trained ML pipeline (which means more total calibration). Even if it has a 'fit' step, the prediction part is not similar to a sklearn estimator, so I would not go in that direction at the moment. We can always revisit the implementation if we see it is more similar to an estimator down the way.

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