T EMPORAL P ROBABILISTIC M ODELS. M OTIVATION Observing a stream of data Monitoring (of people, computer systems, etc) Surveillance, tracking Finance.
CS B 553: A LGORITHMS FOR O PTIMIZATION AND L EARNING Temporal sequences: Hidden Markov Models and Dynamic Bayesian Networks.