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...Decision making under today s class uncertainty decisions ai ch tracking over time sensors theory environment utility agent actuators material from marie desjardin lise getoor jean claude cynthia matuszek cmsc latombe daphne koller and paula introduction sources of the world is not a well defined place uncertain inputs outputs missing data all what temperature noisy reasoning by default imprecise definitions trump good knowledge abduction induction president cause effect incomplete deductive inference unobserved states top card result derived causality correctly but wrong in there inferences probabilistic effects real if i have blistery itchy rash was gardening weekend probably poison ivy only gives results summarizes various parti modeling people constantly make anyhow uncertaintyovertime very successfully how more formally do we reason with inexact step one understanding know observations temporal agents don t continuous view either see things as series snapshots associated slices ea...