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Re: Help with model calibration

Posted: Thu Nov 09, 2017 10:36 am
by Administrator
leon wrote:Sorry, one more question.
I set the sensitivity to payoff value during the calibration (optimization) and I got the attached results. Are those confidence intervals around the parameter estimates 95%CI?
Thanks
Does this help?
http://www.vensim.com/documentation/ind ... tivity.htm

It describes what is in the output files.

Re: Help with model calibration

Posted: Thu Nov 09, 2017 5:39 pm
by leon
The stat tools are showing means, median, std etc.; but I'm looking for model performance metrics (eg. R-squared). Please, see the file (summary statistics) I attached to you.
Thanks

Re: Help with model calibration

Posted: Thu Nov 09, 2017 6:54 pm
by tomfid

Re: Help with model calibration

Posted: Thu Nov 09, 2017 10:14 pm
by leon
Sorry, but which file has the payoff report? I went through the different outputs generated from the model calibration and I did not see the payoff report file.
Thanks

Re: Help with model calibration

Posted: Thu Nov 09, 2017 10:32 pm
by tomfid
You have to turn it on via the checkbox in the Advanced tab of the simulation control dialog. Then it'll be a .rep file.

Re: Help with model calibration

Posted: Fri Nov 17, 2017 8:46 pm
by leon
I've have been trying to make sense of the payoff report over the last several days, but I'm not getting it.
Do I need to do some computation to get the R-square or did I check the wrong box? Please help
Thanks

Re: Help with model calibration

Posted: Fri Nov 17, 2017 9:26 pm
by tomfid
What version are you running? There's a bug in 7.0 that causes this to happen, I think.

Re: Help with model calibration

Posted: Fri Nov 17, 2017 9:59 pm
by leon
I'm using the version 7. Is there any other ways around?
Thanks

Re: Help with model calibration

Posted: Fri Nov 17, 2017 10:08 pm
by tomfid
It's fixed in 7.1, and also wasn't in 6.4 I think.

Re: Help with model calibration

Posted: Fri Nov 17, 2017 11:50 pm
by leon
I thought I was using the last version. The 7 version has been downloaded recently. So I need to download the 7.1?

Re: Help with model calibration

Posted: Mon Nov 20, 2017 10:08 pm
by leon
I've upgraded to the new version.
Could you please help me with the interpretation?
I don't know if I need to do some computation to get the R-Square for each subscript.
What do RMSE, Um, Us, Uc, MAE, MAPE, MAEoM mean?

Re: Help with model calibration

Posted: Mon Nov 20, 2017 10:23 pm
by tomfid
The reported items are documented here:
http://vensim.com/documentation/extende ... orting.htm

Re: Help with model calibration

Posted: Mon Nov 20, 2017 10:24 pm
by tomfid
The r^2 is reported for every subscript that's included in the payoff.

Re: Help with model calibration

Posted: Mon Nov 20, 2017 10:53 pm
by leon
Thanks so much!
Is it approach to average each statistics across all subscripts to get a summary statistics?

Re: Help with model calibration

Posted: Mon Nov 20, 2017 11:17 pm
by tomfid
Depends on the stat. Generally, I'd say no, but reporting a range of MAPE values (for example) seems like a pretty reasonable thing to do.

Re: Help with model calibration

Posted: Mon Nov 20, 2017 11:33 pm
by leon
Thank you. Also thanks for the Sterman's paper, it is very helpful.

Re: Help with model calibration

Posted: Tue Nov 21, 2017 7:13 am
by leon
Are there any cutoffs for the interpretation of the metrics? What can be considered high for MAPE?
I have a lot of undefined (NA) for the variable "events/month"

Re: Help with model calibration

Posted: Tue Nov 28, 2017 11:38 pm
by leon
Dear,
I applied my simulated driver feedback intervention to the model. I simply increased the fraction of events known to 100% for each driver and recorded the simulated intervention data. I compared the simulated data to the actual feedback intervention. I used a statistical model for the comparison and adjusted by the fact that the 2 groups of drivers have different baseline event rates. Please, see attached the mean profiles over time for both the simulated and actual intervention. I was asked to offset this in the model. Is this possible? I don't know if I clearly posed the question

Re: Help with model calibration

Posted: Tue Nov 28, 2017 11:41 pm
by leon
It seems like if I offset this in the model, the 2 mean profiles will overlap. I guess

Re: Help with model calibration

Posted: Tue Nov 28, 2017 11:52 pm
by tomfid
Not sure what you mean by "offset" - delay?

Re: Help with model calibration

Posted: Wed Nov 29, 2017 12:27 am
by leon
I don't know if this is feasible in Vensim. I don't know if I used the right term for "offset"
Basically let's say I have 2 drivers A and B with initial event rates of 0.1/mile and 0.5/mile respectively. Driver A received the actual treatment starting at Month 2 and I simulated the treatment on Driver B using my model (I simply increased the fraction of events known to 100% starting at Month 2 and recorded the simulated intervention data). Then my research question is: do the actual treatment and simulated treatment agree?
Statistically for the comparison, I need to account for the fact that both drivers had different initial event rates to begin with. So, I will throw my initial event rate into my statistical model.
I was asked why I adjusted for the initial event rate. Isn't that initial event rate in the dynamic model? So I'm confused
Is there anyway to account for this in Vensim?
I'm still not sure if you got the issue

Re: Help with model calibration

Posted: Wed Nov 29, 2017 12:43 am
by tomfid
Something is definitely amiss if the simulated and real means differ by this much.

Re: Help with model calibration

Posted: Wed Nov 29, 2017 1:00 am
by leon
You are correct. But you would agree with me that the trajectory of the actual treatment response on a driver with an initial event rate of 0.5/mile would not be the same as the trajectory of the actual treatment response on a driver with an initial event rate of 0.1/mile. That's why in statistics, the initial event rates should be accounted for if I want to compare the treatment response for these 2 drivers

Re: Help with model calibration

Posted: Wed Nov 29, 2017 1:17 am
by leon
Another way to think about this is:
The actual treatment was applied to a group of "good" drivers. They had a very low initial event rate.
My simulation was applied to a group of "bad" drivers. They had a high initial event event rate. I would not expect the mean profiles of these 2 groups of drivers to overlap because of the differential initial event rates. But I would expect them to have the same shape. That's why I adjusted for the initial event rates using statistical approach.

What do you think Tom?

Re: Help with model calibration

Posted: Wed Nov 29, 2017 5:30 am
by tomfid
Understood. I think the short answer is "yes" - should be possible to account for this in Vensim. I'm traveling tomorrow but will answer as I can.