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stat.ME2018★ 19 cited
Minimum Description Length codes are critical
Ryan John Cubero, Matteo Marsili, Yasser Roudi
In the Minimum Description Length (MDL) principle, learning from the data is equivalent to an optimal coding problem. We show that the codes that achieve optimal compression in MDL…
stat.ME2012
L Regularization for Reconstruction of a non-equilibrium Ising Model
Hong-Li Zeng, John Hertz, Yasser Roudi
The couplings in a sparse asymmetric, asynchronous Ising network are reconstructed using an exact learning algorithm. L regularization is used to remove the spurious weak conne…