Add model examples in docs using Literate.jl #68

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1. rsenne commented on Dec 19, 2025

   

   rsenne

   on Dec 19, 2025

   Last edited by rsenne

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   @JoseKling I am starting on this in the docs_update branch. This was a good exercise as I found that the current approach of adding barriers to the negative_loglikelihood_ipp was the right approach (or at the very least a better approach than no barrier). In the code of my IPP example, if I removed that barrier, we wandered into poor territory and the model errored (I was originally using the identity link in PolyomialIntensity to check this). Further, after switching to the log-link, the model errored as we never added a check to see if the intensity was finite. So, I added another barrier where add return Infif the intensity becomes non-finite, and I was able to learn a good model of some simulated data.

   But anywho, feel free to add to this branch as you have time. I feel these examples are really helpful, so I will continue to add them. I will also use this same branch to add to the homepage etc.
2. rsenne commented on Dec 21, 2025

   

   rsenne

   on Dec 21, 2025

   Last edited by rsenne

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   Creating a list of must haves (given current functionality) for record keeping.

   • Basics of the project example/Homogeneous example
   • Inhomogeneous example
   • Hawkes Process
   • Multivariate Hawkes
   • Marked Processes
   • Goodness of Fit/ Model checking (could be integrated into others)
3. JoseKling commented on Dec 21, 2025

   

   JoseKling

   on Dec 21, 2025

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   Thanks a lot for this, @rsenne!
4. rsenne commented on Dec 21, 2025

   

   rsenne

   on Dec 21, 2025

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   Of course happy to help :) I learned the hard way letting the docs get away from you is really easy and I'm not trying to let that happen again lol
5. JoseKling

   added a parent issue on Dec 22, 2025

   • Version bump #74