Staged tree models with toric structure
Journal of Symbolic Computation(2022)
Abstract
A staged tree model is a discrete statistical model encoding relationships between events. These models are realised by directed trees with coloured vertices. In algebro-geometric terms, the model consists of points inside a toric variety. For certain trees, called balanced, the model is in fact the intersection of the toric variety and the probability simplex. This gives the model a straightforward description, and has computational advantages. In this paper we show that the class of staged tree models with a toric structure extends far outside of the balanced case, if we allow a change of coordinates. It is an open problem whether all staged tree models have toric structure.
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Key words
Algebraic statistics,Discrete statistical models,Staged trees,Toric ideals,Toric varieties,Veronese embedding
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