CSCE 582 {=STAT 582} Lecture Notes
- Notes for Introductory Lectures
(PowerPoint format).
- Transcript of notes of lectures of
August 23 and 27, 2010 (pdf).
- Slides for Ch.1 [J07]
(pdf).
- Slides for Ch.2 [J07]
(pdf).
- Example for bucket elimination
algorithm, used on September 8-10, 2010 (pdf).
- Slides for Ch.3 [J07]
(pdf).
- Transcript of notes of lecture of
September 15, 2010, with the description of the stratum method (pdf).
- Transcript of notes of lecture of
September 22, 2010, with the description of Noisy OR (pdf).
- Transcript of notes of lecture of
September 24, 2010, with discussion of d-separation and independence, excision
semantics of causality for causalBNs , with examples. (pdf).
- Correction of MT1 of Spring 2009, used on
September 29, 2010 (pdf).
- Transcript of notes of lecture of
October 25, 2010, with a discussion of exercise 3.27 (pdf).
- Video
of lecture of March 6, 2009, used (starting at minute 18)
on October 29, 2010.
- Transcript of notes of lecture of
March 6, 2009 (pdf), used on October 29, 2010.
- Video
of lecture of March 16, 2009, used (for the first 10 minutes approx.)
on October 29, 2010 and on November 1, 2010.
- Transcript of notes of lecture of
March 16, 2009 (pdf), used on October 29 and November 1, 2010.
- Video
of lecture of March 18, 2009, used on November 3, 2010.
- Transcript of notes of lecture of
March 18, 2009 (pdf), used on November 3, 2010.
- Transcript of notes of lecture of
March 20, 2009 (pdf), with the theorem proved
(in a slightly different way) on November 5, 2010.
- Video
of lecture of March 20, 2009, related to the lecture of November 5, 2010.
- Paper used in lecture of
November 5, 2010 (local copy, pdf): Finn V. Jensen and Frank Jensen.
"Optimal Junction Trees." Uncertainty in Artificial Intelligence:
Proceedings of the Tenth Conference (UAI-94) (Ramon Lopez de Mantaras and
David Poole, eds.), pp.360-366.
- Transcript of notes of lecture of
April 1, 2009 (pdf), with Madsen's definition of marginalization, as
used in lazy propagation. These notes also describe some approximate
algorithm presented in the lecture of November 12, 2010.
- Transcript of notes of part of the
lecture of November 12, 2010, with a description of
stochastic simulation (pdf).
- Slides for Ch.9 [J07]
(pdf).
- Transcript of notes of part of the
lecture of December 1, 2010, with an example of influence diagram (pdf).
- Slides for
parts of Ch.10 [J07] (ppt).