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Amplitude parameter? #76

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dhuppenkothen opened this issue Oct 18, 2023 · 1 comment
Open

Amplitude parameter? #76

dhuppenkothen opened this issue Oct 18, 2023 · 1 comment
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@dhuppenkothen
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Hi! I've been trying to use this package for a science project where I need CARMA (I'm currently trying to fit a CARMA(3,1) model), and it's been great!

One question I couldn't figure out: no matter the parameters I put in for the AR and MA process in CARMATerm, the variance of the resulting GP I sample seems to be <0.1. The light curve I'm trying to model, however, has a much larger variance. The TinyGP implementation of CARMA has a variance parameter, but I don't think this one does. Any suggestions about what I'm doing wrong?

@ywx649999311 ywx649999311 self-assigned this Oct 23, 2023
@ywx649999311
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ywx649999311 commented Oct 24, 2023

Hi! I am very sorry for the delayed response.

The CARMATerm does not have a variance parameter at the moment, but it could be something to add in the future. For your need, I think you could increase the variance by multiplying all MA parameters by a constant. You can also check the model variance using the get_rms_amp() method of the CARMATerm.

P.S. I might still be slow in responding in the next week or two, but please do let me know if it works or not.

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