MLBN

New preprint 'Minimum bounding polytropes for estimation of max-linear Bayesian networks'

My paper on a geometric analysis of the (generalized) maximum likelihood estimator for MLBNs just dropped on the arXiv. This goes into minimum bounding polytropes of finite sets of points and I raise a fun little question about set coverings of the dual regular subdivisions.

Preprint 'Tropical combinatorics of max-linear Bayesian networks' now with data

The fourth version to our paper about max-linear Bayesian networks and the combinatorics of their associated polytropes appeared on arXiv. This is joint work with Carlos Améndola.

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Geometry and Combinatorics of max-linear Bayesian networks

These are slides for an expository talk given at the Institute for Theoretical Computer Science of the Universität zu Lübeck in June 2025. It serves as an overview for our paper on the tropical combinatorial classification of max-linear Bayesian networks, but also contains somewhat of an introduction to tropical polyhedra and different geometric constructions for them.

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