Is it possible to specify equation bounds when learning using PC?

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maghnie
Posts: 15
Joined: Fri May 03, 2024 10:45 am

Is it possible to specify equation bounds when learning using PC?

Post by maghnie »

I used PC to learn the structure and parameters of a BN (see attached screenshot).
The raw data contained time series of 4 temperature sensors in an air handling unit.

Now, I'd like to set evidence in the outdoor air temperature (ODA), which intuitively would be a temperature in Celsius degrees between -20 and 40. However, it appears that it's only possible to set evidence between -1 and 1.

So, is it possible to change the bounds? Or is there another way to set the evidence for the layperson?

Thanks for your time!
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shooltz[BayesFusion]
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Joined: Mon Nov 26, 2007 5:51 pm

Re: Is it possible to specify equation bounds when learning using PC?

Post by shooltz[BayesFusion] »

The bounds can be edited after learning - simply enter -20 and 40 as lower and upper bound.
maghnie
Posts: 15
Joined: Fri May 03, 2024 10:45 am

Re: Is it possible to specify equation bounds when learning using PC?

Post by maghnie »

Thank you for the quick answer!

My bad, I had tried setting the bounds like that last night, but thought I did something wrong when I saw overflow/underflow warning messages. 😅

I see now from this post and the Autodiscretization help page, that this is mostly normal.
shooltz[BayesFusion]
Site Admin
Posts: 1441
Joined: Mon Nov 26, 2007 5:51 pm

Re: Is it possible to specify equation bounds when learning using PC?

Post by shooltz[BayesFusion] »

The default [-1, +1] bounds should be modified by the PC algorithm. It should be either an open interval (-inf,+inf), or values from the learning data, rounded or not.

I've added an item to our feature tracker, and we will make this modification before the next release.
maghnie
Posts: 15
Joined: Fri May 03, 2024 10:45 am

Re: Is it possible to specify equation bounds when learning using PC?

Post by maghnie »

That would be yet another great feature - thank you!
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