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Spam filtering based on a blacklist is flawed — it’s too restrictive and false positives are too great.
But Bayesian filtering gives us a middle ground — we use .
A Bayesian network, also Bayes network, belief network, directed acyclic graphical model or hierarchical Bayes (ian) model, is a graphical model that encodes probabilistic relationships among random variables and their conditional dependence through a DAG (directed acyclic graph).
Dynamic Bayesian networks can model sequences of variables.
If the light is completely accurate, the test probabilities and real probabilities match up.