CSCE 582 {=STAT 582} Lecture Notes
- Notes for Introductory Lectures
(PowerPoint format).
- Transcript of notes of lectures of
January 14 and 16, 2014, with the Icy Roads, Wet Lawn, and
Burglary examples, the definitions of d-separation and Markov
networks, and the claim at the bottom of p.30[J07] (pdf).
- Icy roads and wet lawn examples.
- Transcript of notes of lectures of
January 14, 16, and 21, 2014, with the Icy Roads, Wet Lawn, and
Burglary examples, the definitions of d-separation and Markov
networks, the claim at the bottom of p.30[J07], and the d-separation
procedure based on the moral graph of the ancestral graph. (pdf).
- Transcript of notes of lecture of
January 23, 2014, with an example of a Dutch Book (pdf).
- Slides for Ch.1 [J07]
(pdf).
- Transcript of notes of lecture of
January 19, 2012, with the solution of the Icy Roads example (pdf), using
table operations on probability distributions.
- Slides for Ch.2 [J07]
(pdf).
- Transcript of notes of lectures of
2014-01-30, with the proof of the chain rule for Bayesian networks.
- Transcript of notes of lecture of
February 4, 2014, with correction guide for HW2 and for exercise 1.7. (pdf).
- Transcript of notes of lecture of
February 11, 2014 (pdf) with the probability tables for the
icy roads example.
- Transcript of notes of lecture of
January 24, 2012, with the solution of the "Wet Grass" and "Athenian Taxis"
examples (pdf), using table operations on probability distributions.
- Transcript of notes of lecture of
January 24, 2012, with the solution of the "Wet Grass" and "Athenian Taxis"
examples (pdf), as used on 2014-02-11, with some small changes with
respect to the version of 2012-01-24.
- Transcript of notes of lecture of
January 26, 2012, with the definitions of d-separation and Bayesian
network (pdf).
- Transcript of notes of lecture of
February 16, 2012, with correction guide for HW2. (pdf).
- Tables for the bucket elimination
example of slide 39 of the introductory slide set, used on February 23,
2012 (pdf).
- Slides for Ch.3 [J07]
(pdf).
- Slides for Ch.9 [J07]
(pdf).
- Transcript of notes of lecture of
February 18, 2014, with the Athenian Taxis example. (pdf).
- Transcript of notes of lecture of
February 20, 2014. (pdf).
- Transcript of notes of lecture of
March 3, 2014 (pdf), with the strata (stratum) method. (This is a revision
of notes from 2009-02-16.)
- Cold or Angina? BN from
section 3.3.8 [J07] as implemented in class using Hugin on 2014-03-25
(oobn format)