10-601 GM1

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Slides

Slides in PDF

Readings

Chap 8.1 and 8.2.2 (Bishop) Graphical Models by Michael I. Jordan

Taking home message

  • factorization theorem of BN
  • Full, independent and intermediate conditional probability models
  • Markov blanket
  • Learning a BN
  • Inference in BN is NP hard
  • Approximate inference in BN