Synthetic dataset of random undirected graphcial models and Neural Networks training For the paper "Learning to discover sprase graphical models".
And Graph LASSO.

Run experiment_neuralnets.m and experiment_glasso.m if you want to see the results only. If you want to generate a new dataset and train a neural network, do the following:

Graphs generation
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Run generate.m

Neural Nets training
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javac NeuralNets.java
java NeuralNets

Experiments
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experiment_neuralnets.m
experiment_glasso.m