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)