Chordal Problem
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In the mathematical area of
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 chordal graph is one in which all cycles of four or more vertices have a ''chord'', which is an edge that is not part of the cycle but connects two vertices of the cycle. Equivalently, every
induced cycle In the mathematical area of graph theory, an induced path in an undirected graph is a path that is an induced subgraph of . That is, it is a sequence of vertices in such that each two adjacent vertices in the sequence are connected by an edge ...
in the graph should have exactly three vertices. The chordal graphs may also be characterized as the graphs that have perfect elimination orderings, as the graphs in which each minimal separator is a clique, and as the intersection graphs of subtrees of a tree. They are sometimes also called rigid circuit graphs. or triangulated graphs.. Chordal graphs are a subset of the perfect graphs. They may be recognized in
linear time In computer science, the time complexity is the computational complexity that describes the amount of computer time it takes to run an algorithm. Time complexity is commonly estimated by counting the number of elementary operations performed by ...
, and several problems that are hard on other classes of graphs such as
graph coloring In graph theory, graph coloring is a special case of graph labeling; it is an assignment of labels traditionally called "colors" to elements of a graph subject to certain constraints. In its simplest form, it is a way of coloring the vertices o ...
may be solved in polynomial time when the input is chordal. The treewidth of an arbitrary graph may be characterized by the size of the cliques in the chordal graphs that contain it.


Perfect elimination and efficient recognition

A ''perfect elimination ordering'' in a graph is an ordering of the vertices of the graph such that, for each vertex , and the neighbors of that occur after in the order form a clique. A graph is chordal
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (shortened as "iff") is a biconditional logical connective between statements, where either both statements are true or both are false. The connective is bicondi ...
it has a perfect elimination ordering. (see also ) show that a perfect elimination ordering of a chordal graph may be found efficiently using an algorithm known as
lexicographic breadth-first search In computer science, lexicographic breadth-first search or Lex-BFS is a linear time algorithm for ordering the vertices of a graph. The algorithm is different from a breadth-first search, but it produces an ordering that is consistent with breadt ...
. This algorithm maintains a partition of the vertices of the graph into a sequence of sets; initially this sequence consists of a single set with all vertices. The algorithm repeatedly chooses a vertex from the earliest set in the sequence that contains previously unchosen vertices, and splits each set of the sequence into two smaller subsets, the first consisting of the neighbors of in and the second consisting of the non-neighbors. When this splitting process has been performed for all vertices, the sequence of sets has one vertex per set, in the reverse of a perfect elimination ordering. Since both this lexicographic breadth first search process and the process of testing whether an ordering is a perfect elimination ordering can be performed in
linear time In computer science, the time complexity is the computational complexity that describes the amount of computer time it takes to run an algorithm. Time complexity is commonly estimated by counting the number of elementary operations performed by ...
, it is possible to recognize chordal graphs in linear time. The graph sandwich problem on chordal graphs is NP-complete whereas the probe graph problem on chordal graphs has polynomial-time complexity. The set of all perfect elimination orderings of a chordal graph can be modeled as the ''basic words'' of an
antimatroid In mathematics, an antimatroid is a formal system that describes processes in which a set is built up by including elements one at a time, and in which an element, once available for inclusion, remains available until it is included. Antimatroids ...
; use this connection to antimatroids as part of an algorithm for efficiently listing all perfect elimination orderings of a given chordal graph.


Maximal cliques and graph coloring

Another application of perfect elimination orderings is finding a maximum clique of a chordal graph in polynomial-time, while the same problem for general graphs is NP-complete. More generally, a chordal graph can have only linearly many
maximal clique In the mathematical area of graph theory, a clique ( or ) is a subset of vertices of an undirected graph such that every two distinct vertices in the clique are adjacent. That is, a clique of a graph G is an induced subgraph of G that is comple ...
s, while non-chordal graphs may have exponentially many. To list all maximal cliques of a chordal graph, simply find a perfect elimination ordering, form a clique for each vertex together with the neighbors of that are later than in the perfect elimination ordering, and test whether each of the resulting cliques is maximal. The clique graphs of chordal graphs are the dually chordal graphs. The largest maximal clique is a maximum clique, and, as chordal graphs are perfect, the size of this clique equals the chromatic number of the chordal graph. Chordal graphs are perfectly orderable: an optimal coloring may be obtained by applying a
greedy coloring In the study of graph coloring problems in mathematics and computer science, a greedy coloring or sequential coloring is a coloring of the vertices of a graph formed by a greedy algorithm that considers the vertices of the graph in sequence an ...
algorithm to the vertices in the reverse of a perfect elimination ordering. The chromatic polynomial of a chordal graph is easy to compute. Find a perfect elimination ordering . Let equal the number of neighbors of that come after in that ordering. For instance, . The chromatic polynomial equals (x-N_1)(x-N_2)\cdots(x-N_n). (The last factor is simply , so divides the polynomial, as it should.) Clearly, this computation depends on chordality.


Minimal separators

In any graph, a
vertex separator In graph theory, a vertex subset is a vertex separator (or vertex cut, separating set) for nonadjacent vertices and if the removal of from the graph separates and into distinct connected components. Examples Consider a grid graph with ...
is a set of vertices the removal of which leaves the remaining graph disconnected; a separator is minimal if it has no proper subset that is also a separator. According to a theorem of , chordal graphs are graphs in which each minimal separator is a clique; Dirac used this characterization to prove that chordal graphs are perfect. The family of chordal graphs may be defined inductively as the graphs whose vertices can be divided into three nonempty subsets , , and , such that and both form chordal induced subgraphs, is a clique, and there are no edges from to . That is, they are the graphs that have a recursive decomposition by clique separators into smaller subgraphs. For this reason, chordal graphs have also sometimes been called decomposable graphs.


Intersection graphs of subtrees

An alternative characterization of chordal graphs, due to , involves trees and their subtrees. From a collection of subtrees of a tree, one can define a subtree graph, which is an intersection graph that has one vertex per subtree and an edge connecting any two subtrees that overlap in one or more nodes of the tree. Gavril showed that the subtree graphs are exactly the chordal graphs. A representation of a chordal graph as an intersection of subtrees forms a
tree decomposition In graph theory, a tree decomposition is a mapping of a graph into a tree that can be used to define the treewidth of the graph and speed up solving certain computational problems on the graph. Tree decompositions are also called junction trees ...
of the graph, with treewidth equal to one less than the size of the largest clique in the graph; the tree decomposition of any graph ''G'' can be viewed in this way as a representation of ''G'' as a subgraph of a chordal graph. The tree decomposition of a graph is also the junction tree of the
junction tree algorithm The junction tree algorithm (also known as 'Clique Tree') is a method used in machine learning to extract marginalization in general graphs. In essence, it entails performing belief propagation on a modified graph called a junction tree. The gra ...
.


Relation to other graph classes


Subclasses

Interval graph In graph theory, an interval graph is an undirected graph formed from a set of intervals on the real line, with a vertex for each interval and an edge between vertices whose intervals intersect. It is the intersection graph of the intervals. Int ...
s are the intersection graphs of subtrees of path graphs, a special case of trees. Therefore, they are a subfamily of chordal graphs. Split graphs are graphs that are both chordal and the complements of chordal graphs. showed that, in the limit as goes to infinity, the fraction of -vertex chordal graphs that are split approaches one.
Ptolemaic graph In graph theory, a Ptolemaic graph is an undirected graph whose shortest path distances obey Ptolemy's inequality, which in turn was named after the Greek astronomer and mathematician Ptolemy. The Ptolemaic graphs are exactly the graphs that ar ...
s are graphs that are both chordal and distance hereditary. Quasi-threshold graphs are a subclass of Ptolemaic graphs that are both chordal and
cograph In graph theory, a cograph, or complement-reducible graph, or ''P''4-free graph, is a graph that can be generated from the single-vertex graph ''K''1 by complementation and disjoint union. That is, the family of cographs is the smallest class of ...
s. Block graphs are another subclass of Ptolemaic graphs in which every two maximal cliques have at most one vertex in common. A special type is
windmill graph In the mathematical field of graph theory, the windmill graph is an undirected graph constructed for and by joining copies of the complete graph at a shared universal vertex. That is, it is a 1-clique-sum of these complete graphs. Propert ...
s, where the common vertex is the same for every pair of cliques.
Strongly chordal graph In the mathematical area of graph theory, an undirected graph is strongly chordal if it is a chordal graph and every cycle of even length (≥ 6) in has an ''odd chord'', i.e., an edge that connects two vertices that are an odd distance (>1) a ...
s are graphs that are chordal and contain no -sun (for ) as an induced subgraph. Here an -sun is an -vertex chordal graph together with a collection of degree-two vertices, adjacent to the edges of a Hamiltonian cycle in . -trees are chordal graphs in which all maximal cliques and all maximal clique separators have the same size..
Apollonian network In combinatorial mathematics, an Apollonian network is an undirected graph formed by a process of recursively subdividing a triangle into three smaller triangles. Apollonian networks may equivalently be defined as the planar 3-trees, the maxima ...
s are chordal maximal
planar graph In graph theory, a planar graph is a graph that can be embedded in the plane, i.e., it can be drawn on the plane in such a way that its edges intersect only at their endpoints. In other words, it can be drawn in such a way that no edges cross ...
s, or equivalently planar 3-trees. Maximal outerplanar graphs are a subclass of 2-trees, and therefore are also chordal.


Superclasses

Chordal graphs are a subclass of the well known perfect graphs. Other superclasses of chordal graphs include weakly chordal graphs, cop-win graphs, odd-hole-free graphs,
even-hole-free graph In the mathematical area of graph theory, a graph is even-hole-free if it contains no induced cycle with an even number of vertices. More precisely, the definition may allow the graph to have induced cycles of length four, or may also disallow the ...
s, and
Meyniel graph In graph theory, a Meyniel graph is a graph in which every odd cycle of length five or more has at least two chords (edges connecting non-consecutive vertices of the cycle). The chords may be uncrossed (as shown in the figure) or they may cross ...
s. Chordal graphs are precisely the graphs that are both odd-hole-free and even-hole-free (see
holes A hole is an opening in or through a particular medium, usually a solid body. Holes occur through natural and artificial processes, and may be useful for various purposes, or may represent a problem needing to be addressed in many fields of en ...
in graph theory). Every chordal graph is a
strangulated graph In graph theoretic mathematics, a strangulated graph is a graph in which deleting the edges of any induced cycle of length greater than three would disconnect the remaining graph. That is, they are the graphs in which every peripheral cycle i ...
, a graph in which every
peripheral cycle In graph theory, a peripheral cycle (or peripheral circuit) in an undirected graph is, intuitively, a cycle that does not separate any part of the graph from any other part. Peripheral cycles (or, as they were initially called, peripheral polygo ...
is a triangle, because peripheral cycles are a special case of induced cycles. Strangulated graphs are graphs that can be formed by clique-sums of chordal graphs and maximal planar graphs. Therefore, strangulated graphs include
maximal planar graph In graph theory, a planar graph is a graph that can be embedded in the plane, i.e., it can be drawn on the plane in such a way that its edges intersect only at their endpoints. In other words, it can be drawn in such a way that no edges cross ...
s.


Chordal completions and treewidth

If is an arbitrary graph, a chordal completion of (or minimum fill-in) is a chordal graph that contains as a subgraph. The parameterized version of minimum fill-in is fixed parameter tractable, and moreover, is solvable in parameterized subexponential time. The treewidth of is one less than the number of vertices in a maximum clique of a chordal completion chosen to minimize this clique size. The -trees are the graphs to which no additional edges can be added without increasing their treewidth to a number larger than . Therefore, the -trees are their own chordal completions, and form a subclass of the chordal graphs. Chordal completions can also be used to characterize several other related classes of graphs.


Notes


References

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External links


Information System on Graph Class Inclusions
*{{mathworld , urlname = ChordalGraph , title = Chordal Graph Graph families Perfect graphs Intersection classes of graphs