vats-div/JunctionTreeUGMS
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We provide Matlab code for the algorithms in the paper: D. Vats and R. D. Nowak A Junction Tree Framework for Undirected Graphical Model Selection USAGE ----- To use the scripts, you will first need to include all the directories in the Matlab path. Note that many functions included are borrowed from other sources (mainly http://code.google.com/p/pmtk3/) If you are on a Windows machine, run configurepathWin. If you are on a MaC/Linux/Unix machine, run configurepathMac. See ExampleScript.m for examples of using the various functions in the toolbox. See the folder RealData/ for the results on real data given in the paper. See the folder SyntheticExamples for scripts used to generate Tables 2-5 in the paper. If you would like the data we used for the synthetic graphs, email at vats.div@gmail.com. UGMS ALGORITHMS --------------- In the folder UGMSAlgorithms, we have provided implementations of three UGMS algorithms: - graphical Lasso (UGMS_GLasso.m) - neighborhood selection using adaptive Lasso (UGMS_NLasso.m) - PC-Algorithm (UGMS_PC.m) See the individual scripts or ExampleScript.m on how to use these functions. CONTACT ------ Divyanshu Vats dvats@rice.edu or vats.div@gmail.com
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