Logarithmic Voronoi polytopes for discrete linear models

12/29/2021
by   Yulia Alexandr, et al.
0

We study logarithmic Voronoi cells for linear statistical models and partial linear models. The logarithmic Voronoi cells at points on such model are polytopes. To any d-dimensional linear model inside the probability simplex Δ_n-1, we can associate an n× d matrix B. For interior points, we describe the vertices of these polytopes in terms of co-circuits of B. We also show that these polytopes are combinatorially isomorphic to the dual of a vector configuration with Gale diagram B. This means that logarithmic Voronoi cells at all interior points on a linear model have the same combinatorial type. We also describe logarithmic Voronoi cells at points on the boundary of the simplex. Finally, we study logarithmic Voronoi cells of partial linear models, where the points on the boundary of the model are especially of interest.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/16/2020

Logarithmic Voronoi cells

We study Voronoi cells in the statistical setting by considering preimag...
research
08/29/2013

Universal Approximation Using Shuffled Linear Models

This paper proposes a specific type of Local Linear Model, the Shuffled ...
research
11/07/2022

Exponential Hilbert series and hierarchical log-linear models

Consider a hierarchical log-linear model, given by a simplicial complex,...
research
06/08/2021

Lifts for Voronoi cells of lattices

Many polytopes arising in polyhedral combinatorics are linear projection...
research
03/03/2022

Logarithmic Voronoi Cells for Gaussian Models

We extend the theory of logarithmic Voronoi cells to Gaussian statistica...
research
08/29/2023

Maximum information divergence from linear and toric models

We study the problem of maximizing information divergence from a new per...
research
08/10/2022

Methodological monotheism across fields of science in contemporary quantitative research

The importance of research teams' diversity for the progress of science ...

Please sign up or login with your details

Forgot password? Click here to reset