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Resources for the project
Junction tree and all the other inference methods in Matlab
https://code.google.com/p/bnt/
Here the goal would be to select some inference methods and to illustrate them (even to compare them).
Student modeling using BNT
http://www.cs.cmu.edu/~listen/BNT-SM/
Undirected graphics models
http://www.cs.ubc.ca/~schmidtm/Software/UGM.html
there are several demos
Advanced inference graphical models
http://users.cecs.anu.edu.au/~jdomke/JGMT/
LDA and topic modelling in R
http://bridge.library.wisc.edu/hw1a-Rcoding-Jockers.html
Gaussian Processes (both for regression and classification)
http://www.jmlr.org/papers/volume11/rasmussen10a/rasmussen10a.pdf
MAP inference in MLNs
https://code.google.com/p/rockit/
and the ALCHEMY tutorials
http://alchemy.cs.washington.edu
ProbLog
http://dtai.cs.kuleuven.be/problog/
Church
http://projects.csail.mit.edu/church/wiki/Church
(and here in particular the web interface)
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