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capaulson avatar capaulson commented on August 18, 2024

It's really tough to say based on this information. Can you share the data?

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matteoottaviani avatar matteoottaviani commented on August 18, 2024

Thank you very much for your answer. Yes, I can share, of course.

samplesize=1000
testsize=100
mc=0
X,OB = pickle.load( open('BH_DATA/sample'+str(samplesize)+'OB_'+str(mc)+'.pkl', 'rb') )
Xt,OBt = pickle.load( open('BH_DATA/testsample'+str(testsize)+'OB_'+str(mc)+'.pkl', 'rb') )

I train on X (1000 input combinations) and three different model outputs OB[:,s], for s=[0,1,2], and I test on Xt with the three model outputs OBt[:,s]

Up to X=X[:400] OB=OB[:400] any values predicted is different one another and it seems to work quite well; from X=X[:500] OB=OB[:500] on it predicts increasingly more identical values at the bottom of the prediction lists of 100 test samples.

thank you.
mat

smple+test set.zip

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mjoshii avatar mjoshii commented on August 18, 2024

Hi Matteo, Capaulson

I am trying to use a dataset with ~7000 samples having 8 Xs and 1 Y. I can train the dataset but I am not sure how to save the model. I went through the scripts but don't see any option to save the model. If I use regression kriging, I don't the plot function or save figure function. So, how do I actually plot the actual vs predicted values of Y or even the error in them?

I think I will need to do the plotting outside the standard PyKriging library by extracting the predicted Y if using regression kriging.

What I am essentially trying to understand is:

  1. Is there a way to save the model?
  2. Which value in the code gives Y-predicted?

Appreciate your insights.

Best Regards,
Manish

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