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NPC algorithm for learning DAG in Bayesian network

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NPC algorithm for learning DAG in Bayesian network

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16 Jun 2009 (Updated )

NPC algorithm is designed for learning Bayesian network formed as DAG in 2001, by Steck

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NPC algorithm is designed for learning Bayesian network formed as DAG in 2001, by Steck

This implementation is based on paper[1], details can be seen in this PhD thesis.

Start with "ControlCentor.m", there is a simple example with explanation of how to use the code here.

If there is any question. please let me know , i will answer you as soon as possible.

[1] Steck, H. (2001). Constrained-Based Structural Learning in Bayesian Networks Using Finite Data Sets, PhD Thesis.

MATLAB release MATLAB 7.6 (R2008a)
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Comments and Ratings (3)
26 Feb 2012 Khan

I downloaded the code (npc) but could not run it as 'TrainingDatabase.mat' file is missing.

load('C:\Documents and Settings\newstar\My Documents\MATLAB\Myprogram\TrainDatabase.mat','Training_Database');

28 Jun 2010 Guangdi Li

Indeed, the dependency test seems not so efficient, please try Fisher's test, which is also available in my website. Of course, the code itself is extensible by other statistic tests found in matlab community .

18 Jun 2010 Aseem Kushwah

I dont know why but this code of yours is not working for my ALARM network dataset(1000 cases)....
Can you please elaborate on the chi-square test you are performing ih this code.

Updates
17 Jun 2009

Add more information in description part

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