IlyaShpitser comments on Toward "timeless" continuous-time causal models - Less Wrong Discussion
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May I suggest working out the graphical model version of continuous time Markov chains as an intermediate step
(e.g. something like this: http://boa.unimib.it/bitstream/10281/19575/1/phd_unimib_040750.pdf)
paper-machine_2013 no longer believes anything he wrote about this last year, and no longer has the resources to start again from scratch, due to impending ABD status.
Good luck!
Thanks~! I'm going to need it ;_;;;