Why do we care about uncertainty?
Many challenging problems are challenging because of uncertainty, it affects the outcomes of the agent.
What are the two types of uncertainty?
Stochasticity (outcome of actions uncertain, the environment can fluctuate).
State uncertainty (Sensor noise, limited sensor).
What is the problem with using logic to maintain beliefs?
It doesn’t scale well, the set of possible states gats huge.
“Qualification problem”, need to specify all exceptions of desired effects of actions.
What can help us deal with uncertainty?
Probability, it can help us maintain beliefs.