BN Inference
nBN Inference is NP-hard
nStructure can use graph structure:
nGraph separation Þ conditional independence
nDo separate inference in parts
nResults combined over interface.
A
C
B
D
F
E
nComplexity: exponential in largest separator
nStructured BNs allow effective inference
nExact inference in dense BNs is intractable