832 citations · 1.3k across the 79 of their papers we have counts for
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stat.ML2017
Mixtures and products in two graphical models
Anna Seigal, Guido Montufar
We compare two statistical models of three binary random variables. One is a mixture model and the other is a product of mixtures model called a restricted Boltzmann machine. Altho…
cs.IT2017★ 18 cited
Computing the Unique Information
Pradeep Kr. Banerjee, Johannes Rauh, Guido Montúfar
Given a pair of predictor variables and a response variable, how much information do the predictors have about the response, and how is this information distributed between unique,…
cs.AI2017
Geometry of Policy Improvement
Guido Montufar, Johannes Rauh
We investigate the geometry of optimal memoryless time independent decision making in relation to the amount of information that the acting agent has about the state of the system.…