You can find sample code for fitting the joint maximum-likelihood esimtator that I describe on my personal website here. Run supremum_model.py for a demonstration, and feel free to browse the code.
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Maximum Likelihood Estimators for Multivariate Hawkes, Jump-Diffusion, and Exponential Decaying Processes
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