In
mathematics
Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, and more specifically in
graph theory
In mathematics, graph theory is the study of ''graphs'', which are mathematical structures used to model pairwise relations between objects. A graph in this context is made up of '' vertices'' (also called ''nodes'' or ''points'') which are conne ...
, a polytree (also called directed tree, oriented tree
[; .] or singly connected network
[.]) is a
directed acyclic graph
In mathematics, particularly graph theory, and computer science, a directed acyclic graph (DAG) is a directed graph with no directed cycles. That is, it consists of vertices and edges (also called ''arcs''), with each edge directed from one ve ...
whose underlying undirected graph is a
tree
In botany, a tree is a perennial plant with an elongated stem, or trunk, usually supporting branches and leaves. In some usages, the definition of a tree may be narrower, including only woody plants with secondary growth, plants that are ...
. In other words, if we replace its
directed edge
In mathematics, and more specifically in graph theory, a directed graph (or digraph) is a graph that is made up of a set of vertices connected by directed edges, often called arcs.
Definition
In formal terms, a directed graph is an ordered pa ...
s with undirected edges, we obtain an undirected graph that is both
connected
Connected may refer to:
Film and television
* ''Connected'' (2008 film), a Hong Kong remake of the American movie ''Cellular''
* '' Connected: An Autoblogography About Love, Death & Technology'', a 2011 documentary film
* ''Connected'' (2015 TV ...
and
acyclic.
A polyforest (or directed forest or oriented forest) is a directed acyclic graph whose underlying undirected graph is a
forest
A forest is an area of land dominated by trees. Hundreds of definitions of forest are used throughout the world, incorporating factors such as tree density, tree height, land use, legal standing, and ecological function. The United Nations' ...
. 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
In graph theory, an orientation of an undirected graph is an assignment of a direction to each edge, turning the initial graph into a directed graph.
Oriented graphs
A directed graph is called an oriented graph if none of its pairs of vertices i ...
.
The term ''polytree'' was coined in 1987 by Rebane and
Pearl
A pearl is a hard, glistening object produced within the soft tissue (specifically the mantle) of a living shelled mollusk or another animal, such as fossil conulariids. Just like the shell of a mollusk, a pearl is composed of calcium carb ...
.
[.]
Related structures
* An
arborescence is a directed rooted
tree
In botany, a tree is a perennial plant with an elongated stem, or trunk, usually supporting branches and leaves. In some usages, the definition of a tree may be narrower, including only woody plants with secondary growth, plants that are ...
, i.e. a
directed acyclic graph
In mathematics, particularly graph theory, and computer science, a directed acyclic graph (DAG) is a directed graph with no directed cycles. That is, it consists of vertices and edges (also called ''arcs''), with each edge directed from one ve ...
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.
* A
multitree
In combinatorics and Order theory, order-theoretic mathematics, a multitree may describe either of two equivalent structures: a directed acyclic graph (DAG) in which there is at most one directed path between any two Vertex (graph theory), vert ...
is a directed acyclic graph in which the subgraph reachable from any node forms a tree. Every polytree is a
multitree
In combinatorics and Order theory, order-theoretic mathematics, a multitree may describe either of two equivalent structures: a directed acyclic graph (DAG) in which there is at most one directed path between any two Vertex (graph theory), vert ...
.
* The
reachability
In graph theory, reachability refers to the ability to get from one Vertex (graph theory), vertex to another within a graph. A vertex s can reach a vertex t (and t is reachable from s) if there exists a sequence of Glossary of graph theory#Basics, ...
relationship among the nodes of a polytree forms a
partial order
In mathematics, especially order theory, a partially ordered set (also poset) formalizes and generalizes the intuitive concept of an ordering, sequencing, or arrangement of the elements of a set. A poset consists of a set together with a binary ...
that has
order dimension
In mathematics, the dimension of a partially ordered set (poset) is the smallest number of total orders the intersection of which gives rise to the partial order.
This concept is also sometimes called the order dimension or the Dushnik–Miller di ...
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.
* A
fence
A fence is a structure that encloses an area, typically outdoors, and is usually constructed from posts that are connected by boards, wire, rails or netting. A fence differs from a wall in not having a solid foundation along its whole length.
...
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
In graph theory, reachability refers to the ability to get from one Vertex (graph theory), vertex to another within a graph. A vertex s can reach a vertex t (and t is reachable from s) if there exists a sequence of Glossary of graph theory#Basics, ...
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
David P. Sumner is an American mathematician known for his research in graph theory. He formulated Sumner's conjecture that tournaments are universal graphs for polytrees in 1971, and showed in 1974 that all claw-free graphs with an even number of ...
, states that
tournaments
A tournament is a competition involving at least three competitors, all participating in a sport or game. More specifically, the term may be used in either of two overlapping senses:
# One or more competitions held at a single venue and concentr ...
are
universal graph In mathematics, a universal graph is an infinite graph that contains ''every'' finite (or at-most-countable) graph as an induced subgraph. A universal graph of this type was first constructed by Richard Rado and is now called the Rado graph or ...
s 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
A graphical model or probabilistic graphical model (PGM) or structured probabilistic model is a probabilistic model for which a Graph (discrete mathematics), graph expresses the conditional dependence structure between random variables. They are ...
for
probabilistic reasoning Probabilistic logic (also probability logic and probabilistic reasoning) involves the use of probability and logic to deal with uncertain situations. Probabilistic logic extends traditional logic truth tables with probabilistic expressions. A diffic ...
. If a
Bayesian network
A Bayesian network (also known as a Bayes network, Bayes net, belief network, or decision network) is a probabilistic graphical model that represents a set of variables and their conditional dependencies via a directed acyclic graph (DAG). Bay ...
has the structure of a polytree, then
belief propagation
A belief is an attitude that something is the case, or that some proposition is true. In epistemology, philosophers use the term "belief" to refer to attitudes about the world which can be either true or false. To believe something is to take i ...
may be used to perform inference efficiently on it.
The
contour tree
A Reeb graphY. Shinagawa, T.L. Kunii, and Y.L. Kergosien, 1991. Surface coding based on Morse theory. IEEE Computer Graphics and Applications, 11(5), pp.66-78 (named after Georges Reeb by René Thom) is a mathematical object reflecting the evoluti ...
of a real-valued function on a
vector space
In mathematics and physics, a vector space (also called a linear space) is a set whose elements, often called ''vectors'', may be added together and multiplied ("scaled") by numbers called '' scalars''. Scalars are often real numbers, but can ...
is a polytree that describes the
level set
In mathematics, a level set of a real-valued function of real variables is a set where the function takes on a given constant value , that is:
: L_c(f) = \left\~,
When the number of independent variables is two, a level set is calle ...
s 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
*
Glossary of graph theory
This is a glossary of graph theory. Graph theory is the study of graphs, systems of nodes or vertices connected in pairs by lines or edges.
Symbols
A
B
...
Notes
References
*
* .
* .
* .
* .
* .
* .
*.
* .
* {{citation
, last1 = Trotter , first1 = William T., Jr. , author1-link = William T. Trotter
, last2 = Moore , first2 = John I., Jr.
, doi = 10.1016/0095-8956(77)90048-X
, issue = 1
, journal =
Journal of Combinatorial Theory
The ''Journal of Combinatorial Theory'', Series A and Series B, are mathematical journals specializing in combinatorics and related areas. They are published by Elsevier. ''Series A'' is concerned primarily with structures, designs, and applicat ...
, Series B
, pages = 54–67
, title = The dimension of planar posets
, volume = 22
, year = 1977, doi-access = free
.
Trees (graph theory)
Directed acyclic graphs