293 citations · 845 across the 45 of their papers we have counts for
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cs.IT2010★ 8 cited
Information-theoretic inference of common ancestors
Bastian Steudel, Nihat Ay
A directed acyclic graph (DAG) partially represents the conditional independence structure among observations of a system if the local Markov condition holds, that is, if every var…
stat.ML2010
Refinements of Universal Approximation Results for Deep Belief Networks and Restricted Boltzmann Machines
Guido Montufar, Nihat Ay
We improve recently published results about resources of Restricted Boltzmann Machines (RBM) and Deep Belief Networks (DBN) required to make them Universal Approximators. We show t…
cs.IT2010★ 3 cited
Effective complexity of stationary process realizations
Nihat Ay, Markus Mueller, Arleta Szkola
The concept of effective complexity of an object as the minimal description length of its regularities has been initiated by Gell-Mann and Lloyd. The regularities are modeled by me…