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Imputation "recipe" for CSDI imputation (or probablistic imputers)? #532

@petteriTeikari

Description

@petteriTeikari

1. Feature description

Nice work with this library!

Was wondering what is the best way to use CDSI models, as in the imputation so that I get some 95% confidence intervals for example?

Like I get just an extra dimension when following the tutorial for SAITS

iimputation = model.impute(dataset)

image

When model was

image

2. Motivation

Getting the CDSI (or any probablistic confidence intervals) from PyPOTS models, like

image
https://arxiv.org/pdf/2107.03502

3. Your contribution

Not at this moment

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