Uncertainty is unavoidable
Uncertainty is unavoidable in the real world:
- partial & noisy sensor data;
- unpredictable future;
- inherently noisy relationships.
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Modeling it explicitly can allow us to:
- reason when evidence is inconclusive:
- can combine weakly indicative facts.
- abstract myriad exceptions into “probabilistic noise”.