Useful Links for CSCE 582 {=STAT 582}: Bayesian Networks and Decision
Graphs
- Chapter 5 of Finn V. Jensen.
An Introduction to Bayesian Networks.
Springer, 1995. This chapter is about belief propagation with
junction trees.
- Ali Ben Mrad, Veroniques Delcroix, Sylvain
Piechowiak, Philip Leicester.
"An Explication of Uncertain Evidence in Bayesian Networks:
Likelihood Evidence and Probabilistic Evidence."
Applied Intelligence, published online 20 June 2015. (local copy).
- Kevin S. Van Horn. "Constructing a Logic of Plausible Inference: a Guide
to Cox's Theorem." International Journal of Approximate Reasoning,
34 (2003), 3-24
(copy from Author's
Site, pdf)
(local copy, pdf).
- The Hugin Web Site
- The GeNIe Web Site
- The
Microsoft Belief Network Editor and Tool Kit (MSBNx)
- The Norsys Web Site
- The
Webweavr-III Web Site
-
Some notes on terminology used to describe the quality of tests (MSWord
format)
-
Some notes on terminology used to describe the quality of tests (pdf
format)
-
Jiri Vomlel. "Probabilistic reasoning with uncertain evidence."
Neural Network World, International Journal on Neural and Mass-Parallel
Computing and Information Systems, Vol. 14, No. 5/2004, pp. 453-465
(local copy).
- The
JavaBayes Web Site
- Some notes and papers on dynamic programming, non-serial dynamic
programming, bucket elimination, and related topics
- Notes
on nonserial dynamic programming, used on 2021-02-11.
- Prakash P.
Shenoy. "Valuation-Based Systems for Discrete Optimization." Proceedings of
UAI-91, pp.334-343.
- Slides on
Variable Elimination from a set of slide used in CSCE 580, spring 2015.
The relevant slides are 38-43.
-
Paper by Rina Dechter on Bucket Elimination (Presented at UAI-96):
local copy, pdf
-
Paper by Rina Dechter on Bucket Elimination (Presented at UAI-96):
copy at author's web site, pdf
- Resolution versus Search: Two Strategies for
SAT, Technical Report R80, Department of Computer Science,
University of California, Irvine, not dated.
-
The BOBLO network (Hugin .net format),
used in class on 2021-03-18.
- Some links concerning the CHILD network
- The CHILD network (Hugin .net forma),
used in class on 2021-03-18.
- David J. Spiegelhalter, A. Philip Dawid, Steffen L. Lauritzen,
and Robert G. Cowell.
"Bayesian Analysis in Expert Systems."
Statistical Science, 8, 3 (August 1993), pp.219-247.
(local copy).
-
Paper by Xiang and Lesser presented on November 11, 2003: local copy, pdf
-
Notes by Jingshan Huang and Sharon Xi on paper by Xiang and Lesser
presented on November 11, 2003, ppt
-
The Association for Uncertainty in Artificial Intelligence Web Site
-
Software Packages for Graphical Models/Bayesian Networks, maintained by Kevin
Murphy.
- The College of Engineering and Computing
Information Technology Services page