In mathematics, and more specifically in graph theory, a polytree (also called directed tree, oriented tree[; .] or singly connected network[.]) is a directed acyclic graph whose underlying undirected graph is a tree. In other words, a polytree is formed by assigning an orientation to each edge of a connected and acyclic undirected graph.
A polyforest (or directed forest or oriented forest) is a directed acyclic graph whose underlying undirected graph is a forest. In other words, if we replace its directed edges with undirected edges, we obtain an undirected graph that is acyclic.
A polytree is an example of an oriented graph.
The term polytree was coined in 1987 by Rebane and Judea Pearl.[.]
Related structures
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An arborescence is a directed rooted tree, i.e. a directed acyclic graph in which there exists a single source node that has a unique path to every other node. Every arborescence is a polytree, but not every polytree is an arborescence.
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A multitree is a directed acyclic graph in which the subgraph reachable from any node forms a tree. Every polytree is a multitree.
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The reachability relationship among the nodes of a polytree forms a partial order that has order dimension at most three. If the order dimension is three, there must exist a subset of seven elements , , and such that, for either or , with these six inequalities defining the polytree structure on these seven elements.
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A fence or zigzag poset is a special case of a polytree in which the underlying tree is a path and the edges have orientations that alternate along the path. The reachability ordering in a polytree has also been called a generalized fence.
Enumeration
The number of distinct polytrees on
unlabeled nodes, for
, is
Sumner's conjecture
Sumner's conjecture, named after
David Sumner, states that tournaments are
for polytrees, in the sense that every tournament with
vertices contains every polytree with
vertices as a subgraph. Although it remains unsolved, it has been proven for all sufficiently large values of
.
Applications
Polytrees have been used as a
graphical model for probabilistic reasoning. If a
Bayesian network has the structure of a polytree, then belief propagation may be used to perform inference efficiently on it.
The contour tree of a real-valued function on a vector space is a polytree that describes the of the function. The nodes of the contour tree are the level sets that pass through a critical point of the function and the edges describe contiguous sets of level sets without a critical point. The orientation of an edge is determined by the comparison between the function values on the corresponding two level sets.
See also
Notes