DYNOTEARS: Learning the Structure of Dynamic Bayesian Networks

Example of a dynamic Bayesian network (DBN) for predictive maintenance applications
A Dynamic Bayesian Network with 3 nodes in which variables at time t depend on other variables at time t (solid arrows) and on variables at times t-1 and t-2 (dashed arrows).

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