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词条 Polytree
释义

  1. Related structures

  2. Enumeration

  3. Sumner's conjecture

  4. Applications

  5. See also

  6. Notes

  7. References

In mathematics, and more specifically in graph theory, a polytree[1] (also known as oriented tree{{sfnp|Harary|Sumner|1980}}[2] or singly connected network[3]) is a directed acyclic graph whose underlying undirected graph is a tree. In other words, if we replace its directed edges with undirected edges, we obtain an undirected graph that is both connected and acyclic.

A polytree is an example of an oriented graph.

The term polytree was coined in 1987 by Rebane and Pearl.[4]

Related structures

Every arborescence (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) is a polytree, but not every polytree is an arborescence. Every polytree is a multitree, a directed acyclic graph in which the subgraph reachable from any node forms a tree.

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 x, yi, and zi (for {{nowrap|1=i = 0, 1, 2}}) such that, for each i, either {{nowrap|xyizi}}, or {{nowrap|xyizi,}} with these six inequalities defining the polytree structure on these seven elements.{{sfnp|Trotter|Moore|1977}}

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.[5]

Enumeration

The number of distinct polytrees on n unlabeled nodes, for n = 1, 2, 3, ..., is

1, 1, 3, 8, 27, 91, 350, 1376, 5743, 24635, 108968, 492180, ... {{OEIS|A000238}}.

Sumner's conjecture

Sumner's conjecture, named after David Sumner, states that tournaments are universal graphs for polytrees, in the sense that every tournament with 2n − 2 vertices contains every polytree with n vertices as a subgraph. Although it remains unsolved, it has been proven for all sufficiently large values of n.{{sfnp|Kühn|Mycroft|Osthus|2011}}

Applications

Polytrees have been used as a graphical model for probabilistic reasoning.[1] If a Bayesian network has the structure of a polytree, then belief propagation may be used to perform inference efficiently on it.[3][4]

The contour tree of a real-valued function on a vector space is a polytree that describes the level sets 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.{{sfnp|Carr|Snoeyink|Axen|2000}}

See also

  • Glossary of graph theory

Notes

1. ^{{harvtxt|Dasgupta|1999}}.
2. ^{{harvtxt|Simion|1991}}.
3. ^{{harvtxt|Kim|Pearl|1983}}.
4. ^{{harvtxt|Rebane|Pearl|1987}}.
5. ^{{citation | last = Ruskey | first = Frank | doi = 10.1007/BF00563523 | issue = 3 | journal =Order | mr = 1048093 | pages = 227–233 | title = Transposition generation of alternating permutations | volume = 6 | year = 1989}}

References

  • {{citation

| last1 = Carr | first1 = Hamish
| last2 = Snoeyink | first2 = Jack
| last3 = Axen | first3 = Ulrike
| contribution = Computing contour trees in all dimensions
| pages = 918–926
| title = in Proc. 11th ACM-SIAM Symposium on Discrete Algorithms (SODA 2000)
| url = http://portal.acm.org/citation.cfm?id=338659
| year = 2000}}
  • {{citation

| last1 = Dasgupta| first1 = Sanjoy
| contribution = Learning polytrees
| pages = 134–141
| title = in Proc. 15th Conference on Uncertainty in Artificial Intelligence (UAI 1999), Stockholm, Sweden, July-August 1999
| url = http://cseweb.ucsd.edu/~dasgupta/papers/poly.pdf
| year = 1999}}.
  • {{citation

| last1 = Harary | first1 = Frank | author1-link = Frank Harary
| last2 = Sumner | first2 = David
| mr = 603363
| issue = 3
| journal = Journal of Combinatorics, Information & System Sciences
| pages = 184–187
| title = The dichromatic number of an oriented tree
| volume = 5
| year = 1980}}.
  • {{citation

| last1 = Kim | first1 = Jin H.
| last2 = Pearl | first2 = Judea | author2-link = Judea Pearl
| contribution = A computational model for causal and diagnostic reasoning in inference engines
| pages = 190–193
| title = in Proc. 8th International Joint Conference on Artificial Intelligence (IJCAI 1983), Karlsruhe, Germany, August 1983
| url = http://www.ijcai.org/Proceedings/83-1/Papers/041.pdf
| year = 1983}}.
  • {{citation

| last1 = Kühn | first1 = Daniela | author1-link = Daniela Kühn
| last2 = Mycroft | first2 = Richard
| last3 = Osthus | first3 = Deryk
| arxiv = 1010.4430
| doi = 10.1112/plms/pdq035
| issue = 4
| journal = Proceedings of the London Mathematical Society | series = Third Series
| mr = 2793448
| pages = 731–766
| title = A proof of Sumner's universal tournament conjecture for large tournaments
| volume = 102
| year = 2011}}.
  • {{citation

| last1 = Rebane | first1 = George
| last2 = Pearl | first2 = Judea | author2-link = Judea Pearl
| contribution = The recovery of causal poly-trees from statistical data
| pages = 222–228
| title = in Proc. 3rd Annual Conference on Uncertainty in Artificial Intelligence (UAI 1987), Seattle, WA, USA, July 1987
| url = ftp://ftp.cs.ucla.edu/tech-report/198_-reports/870031.pdf
| year = 1987}}.
  • {{citation

| last = Simion | first = Rodica | authorlink = Rodica Simion
| doi = 10.1016/0012-365X(91)90061-6
| mr = 1099270
| issue = 1
| journal = Discrete Mathematics
| pages = 93–104
| title = Trees with 1-factors and oriented trees
| volume = 88
| year = 1991}}.
  • {{citation

| last1 = Trotter | first1 = William T., Jr.
| last2 = Moore | first2 = John I., Jr.
| doi = 10.1016/0095-8956(77)90048-X
| issue = 1
| journal = Journal of Combinatorial Theory, Series B
| pages = 54–67
| title = The dimension of planar posets
| volume = 22
| year = 1977}}.

1 : Trees (graph theory)

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