How can i evaluate probabilistic forecast results?

How can i evaluate prediction interval or density forecast result like reliabilty, skill or sharpness? Few papers i read used prediction interval coverage probability (PICP) and the mean prediction interval width (MPIW) can be used for prediction interval or CRPS but i am not sure how to interpret the results, since i am trying to use point forecast's error distribution. Thanks

7 Comments

It's not clear how this is related to Matlab.
As we can evaluate results and calculate for point forecasting:
rmse = sqrt(mean((Pred-Test).^2))
MAE = mae(Pred-Test)
My question was how to calucalte, interpret and write PICP/MPIW/CRPS as a Matlab code for probabilistic forecasting?
Thanks
That's much too general. I'm trying to understand whether you're looking for help in understanding how to do the calculations, how to interpret the resuls, and how to write the code, or if you're looking for something much more specific. If it's the prior, I'd recommend hitting the books. I wonder if this one would be helpful.
To be precisely, how to write the code? Thanks
Please see the attached file, i am not sure how to use the boolean value for this equation!
Thanks
C(i) is 1 when yi in the interval [Li, Ui] and 0 if it's not in that interval.

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on 23 Aug 2021

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on 29 Aug 2021

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