Difference between revisions of "10-601 GM1"

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=== Readings ===
 
=== Readings ===
 
+
Chap 8.1 and 8.2.2 (Bishop)
 
[http://curtis.ml.cmu.edu/w/courses/images/8/89/GM-jordan.pdf Graphical Models by Michael I. Jordan]
 
[http://curtis.ml.cmu.edu/w/courses/images/8/89/GM-jordan.pdf Graphical Models by Michael I. Jordan]
  

Revision as of 09:33, 12 August 2014

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