CS 561, Sessions 28 1

Uncertainty

• Uncertainty• Probability• Syntax• Semantics• Inference rules

CS 561, Sessions 28 2

Uncertainty

CS 561, Sessions 28 3

Methods for handling uncertainty

CS 561, Sessions 28 4

Probability

CS 561, Sessions 28 5

Making decisions under uncertainty

CS 561, Sessions 28 6

Axioms of probability

CS 561, Sessions 28 7

Syntax

CS 561, Sessions 28 8

Syntax

CS 561, Sessions 28 9

Syntax

CS 561, Sessions 28 10

Conditional probability

CS 561, Sessions 28 11

Bayes’ rule

CS 561, Sessions 28 12

Normalization

CS 561, Sessions 28 13

Conditioning

CS 561, Sessions 28 14

Full joint distributions

CS 561, Sessions 28 15

Full joint distribution

CS 561, Sessions 28 16

Inference from joint distributions