288 citations · 376 across the 8 of their papers we have counts for
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cs.LG2013★ 20 cited
Minimum Encoding Approaches for Predictive Modeling
Peter D Grunwald, Petri Kontkanen, Petri Myllymaki +2
We analyze differences between two information-theoretically motivated approaches to statistical inference and model selection: the Minimum Description Length (MDL) principle, and…
cs.LG2013★ 38 cited
On Supervised Selection of Bayesian Networks
Petri Kontkanen, Petri Myllymaki, Tomi Silander +1
Given a set of possible models (e.g., Bayesian network structures) and a data sample, in the unsupervised model selection problem the task is to choose the most accurate model with…