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In
graph theory In mathematics and computer science, graph theory is the study of ''graph (discrete mathematics), graphs'', which are mathematical structures used to model pairwise relations between objects. A graph in this context is made up of ''Vertex (graph ...
, a tree is an
undirected graph In discrete mathematics, particularly in graph theory, a graph is a structure consisting of a set of objects where some pairs of the objects are in some sense "related". The objects are represented by abstractions called '' vertices'' (also call ...
in which any two vertices are connected by
path A path is a route for physical travel – see Trail. Path or PATH may also refer to: Physical paths of different types * Bicycle path * Bridle path, used by people on horseback * Course (navigation), the intended path of a vehicle * Desir ...
, or equivalently a connected acyclic undirected graph. A forest is an undirected graph in which any two vertices are connected by path, or equivalently an acyclic undirected graph, or equivalently a
disjoint union In mathematics, the disjoint union (or discriminated union) A \sqcup B of the sets and is the set formed from the elements of and labelled (indexed) with the name of the set from which they come. So, an element belonging to both and appe ...
of trees. A directed tree, oriented tree,See .See . polytree,See . or singly connected networkSee . 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 ...
(DAG) whose underlying undirected graph is a tree. A polyforest (or directed forest or oriented forest) is a directed acyclic graph whose underlying undirected graph is a forest. The various kinds of
data structures In computer science, a data structure is a data organization and storage format that is usually chosen for efficient access to data. More precisely, a data structure is a collection of data values, the relationships among them, and the functi ...
referred to as
trees 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, e.g., including only woody plants with secondary growth, only p ...
in
computer science Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
have underlying graphs that are trees in graph theory, although such data structures are generally rooted trees. A rooted tree may be directed, called a directed rooted tree, either making all its edges point away from the root—in which case it is called an arborescence or out-tree—or making all its edges point towards the root—in which case it is called an anti-arborescence or in-tree. A rooted tree itself has been defined by some authors as a directed graph. A rooted forest is a disjoint union of rooted trees. A rooted forest may be directed, called a directed rooted forest, either making all its edges point away from the root in each rooted tree—in which case it is called a branching or out-forest—or making all its edges point towards the root in each rooted tree—in which case it is called an anti-branching or in-forest. The term was coined in 1857 by the British mathematician
Arthur Cayley Arthur Cayley (; 16 August 1821 – 26 January 1895) was a British mathematician who worked mostly on algebra. He helped found the modern British school of pure mathematics, and was a professor at Trinity College, Cambridge for 35 years. He ...
.


Definitions


Tree

A ''tree'' is an undirected graph that satisfies any of the following equivalent conditions: * is connected and acyclic (contains no cycles). * is acyclic, and a simple cycle is formed if any edge is added to . * is connected, but would become disconnected if any single edge is removed from . * is connected and the
complete graph In the mathematical field of graph theory, a complete graph is a simple undirected graph in which every pair of distinct vertices is connected by a unique edge. A complete digraph is a directed graph in which every pair of distinct vertices i ...
is not a minor of . * Any two vertices in can be connected by a unique simple path. If has finitely many vertices, say of them, then the above statements are also equivalent to any of the following conditions: * is connected and has edges. * is connected, and every subgraph of includes at least one vertex with zero or one incident edges. (That is, is connected and 1-degenerate.) * has no simple cycles and has edges. As elsewhere in graph theory, the order-zero graph (graph with no vertices) is generally not considered to be a tree: while it is vacuously connected as a graph (any two vertices can be connected by a path), it is not 0-connected (or even (−1)-connected) in algebraic topology, unlike non-empty trees, and violates the "one more vertex than edges" relation. It may, however, be considered as a forest consisting of zero trees. An (or inner vertex) is a vertex of degree at least 2. Similarly, an (or outer vertex, terminal vertex or leaf) is a vertex of degree 1. A branch vertex in a tree is a vertex of degree at least 3. An (or series-reduced tree) is a tree in which there is no vertex of degree 2 (enumerated at sequence in the
OEIS The On-Line Encyclopedia of Integer Sequences (OEIS) is an online database of integer sequences. It was created and maintained by Neil Sloane while researching at AT&T Labs. He transferred the intellectual property and hosting of the OEIS to th ...
).


Forest

A is an undirected acyclic graph or equivalently a
disjoint union In mathematics, the disjoint union (or discriminated union) A \sqcup B of the sets and is the set formed from the elements of and labelled (indexed) with the name of the set from which they come. So, an element belonging to both and appe ...
of trees. Trivially so, each connected component of a forest is a tree. As special cases, the order-zero graph (a forest consisting of zero trees), a single tree, and an edgeless graph, are examples of forests. Since for every tree , we can easily count the number of trees that are within a forest by subtracting the difference between total vertices and total edges. number of trees in a forest.


Polytree

A (or ''directed tree'' or ''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 ...
(DAG) 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. Some authors restrict the phrase "directed tree" to the case where the edges are all directed towards a particular vertex, or all directed away from a particular vertex (see arborescence).


Polyforest

A (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. As with directed trees, some authors restrict the phrase "directed forest" to the case where the edges of each connected component are all directed towards a particular vertex, or all directed away from a particular vertex (see branching).


Rooted tree

A is a tree in which one vertex has been designated the root. The edges of a rooted tree can be assigned a natural orientation, either away from or towards the root, in which case the structure becomes a directed rooted tree. When a directed rooted tree has an orientation away from the root, it is called an ''arborescence'' or ''out-tree''; when it has an orientation towards the root, it is called an ''anti-arborescence'' or ''in-tree''. The tree-order is the
partial ordering In mathematics, especially order theory, a partial order on a set is an arrangement such that, for certain pairs of elements, one precedes the other. The word ''partial'' is used to indicate that not every pair of elements needs to be comparable; ...
on the vertices of a tree with if and only if the unique path from the root to passes through . A rooted tree that is a subgraph of some graph is a normal tree if the ends of every -path in are comparable in this tree-order . Rooted trees, often with an additional structure such as an ordering of the neighbors at each vertex, are a key data structure in computer science; see
tree data structure In computer science, a tree is a widely used abstract data type that represents a hierarchical tree structure with a set of connected nodes. Each node in the tree can be connected to many children (depending on the type of tree), but must be conn ...
. In a context where trees typically have a root, a tree without any designated root is called a ''free tree''. A ''labeled tree'' is a tree in which each vertex is given a unique label. The vertices of a labeled tree on vertices (for nonnegative integers ) are typically given the labels . A '' recursive tree'' is a labeled rooted tree where the vertex labels respect the tree order (i.e., if for two vertices and , then the label of is smaller than the label of ). In a rooted tree, the ''parent'' of a vertex is the vertex connected to on the
path A path is a route for physical travel – see Trail. Path or PATH may also refer to: Physical paths of different types * Bicycle path * Bridle path, used by people on horseback * Course (navigation), the intended path of a vehicle * Desir ...
to the root; every vertex has a unique parent, except the root has no parent. A ''child'' of a vertex is a vertex of which is the parent. An ''ascendant'' of a vertex is any vertex that is either the parent of or is (recursively) an ascendant of a parent of . A ''descendant'' of a vertex is any vertex that is either a child of or is (recursively) a descendant of a child of . A ''sibling'' to a vertex is any other vertex on the tree that shares a parent with . A ''leaf'' is a vertex with no children. An ''internal vertex'' is a vertex that is not a leaf. The ''height'' of a vertex in a rooted tree is the length of the longest downward path to a leaf from that vertex. The ''height'' of the tree is the height of the root. The ''depth'' of a vertex is the length of the path to its root (''root path''). The depth of a tree is the maximum depth of any vertex. Depth is commonly needed in the manipulation of the various self-balancing trees, AVL trees in particular. The root has depth zero, leaves have height zero, and a tree with only a single vertex (hence both a root and leaf) has depth and height zero. Conventionally, an empty tree (a tree with no vertices, if such are allowed) has depth and height −1. A '' -ary tree'' (for nonnegative integers ) is a rooted tree in which each vertex has at most children. 2-ary trees are often called ''
binary tree In computer science, a binary tree is a tree data structure in which each node has at most two children, referred to as the ''left child'' and the ''right child''. That is, it is a ''k''-ary tree with . A recursive definition using set theor ...
s'', while 3-ary trees are sometimes called ''
ternary tree : In computer science, a ternary tree is a tree data structure in which each node has at most three child nodes, usually distinguished as "left", “mid” and "right". Nodes with children are parent nodes, and child nodes may contain reference ...
s''.


Ordered tree

An ''ordered tree'' (alternatively, ''plane tree'' or ''positional tree'') is a rooted tree in which an ordering is specified for the children of each vertex. This is called a "plane tree" because an ordering of the children is equivalent to an embedding of the tree in the plane, with the root at the top and the children of each vertex lower than that vertex. Given an embedding of a rooted tree in the plane, if one fixes a direction of children, say left to right, then an embedding gives an ordering of the children. Conversely, given an ordered tree, and conventionally drawing the root at the top, then the child vertices in an ordered tree can be drawn left-to-right, yielding an essentially unique planar embedding.


Properties

* Every tree is a
bipartite graph In the mathematics, mathematical field of graph theory, a bipartite graph (or bigraph) is a Graph (discrete mathematics), graph whose vertex (graph theory), vertices can be divided into two disjoint sets, disjoint and Independent set (graph theo ...
. A graph is bipartite if and only if it contains no cycles of odd length. Since a tree contains no cycles at all, it is bipartite. * Every tree with only
countably In mathematics, a set is countable if either it is finite or it can be made in one to one correspondence with the set of natural numbers. Equivalently, a set is ''countable'' if there exists an injective function from it into the natural numbers ...
many vertices is a
planar graph In graph theory, a planar graph is a graph (discrete mathematics), graph that can be graph embedding, embedded in the plane (geometry), plane, i.e., it can be drawn on the plane in such a way that its edges intersect only at their endpoints. ...
. * Every connected graph ''G'' admits a
spanning tree In the mathematical field of graph theory, a spanning tree ''T'' of an undirected graph ''G'' is a subgraph that is a tree which includes all of the vertices of ''G''. In general, a graph may have several spanning trees, but a graph that is no ...
, which is a tree that contains every vertex of ''G'' and whose edges are edges of ''G''. More specific types spanning trees, existing in every connected finite graph, include
depth-first search Depth-first search (DFS) is an algorithm for traversing or searching tree or graph data structures. The algorithm starts at the root node (selecting some arbitrary node as the root node in the case of a graph) and explores as far as possible al ...
trees and
breadth-first search Breadth-first search (BFS) is an algorithm for searching a tree data structure for a node that satisfies a given property. It starts at the tree root and explores all nodes at the present depth prior to moving on to the nodes at the next dept ...
trees. Generalizing the existence of depth-first-search trees, every connected graph with only
countably In mathematics, a set is countable if either it is finite or it can be made in one to one correspondence with the set of natural numbers. Equivalently, a set is ''countable'' if there exists an injective function from it into the natural numbers ...
many vertices has a
Trémaux tree In graph theory, a Trémaux tree of an undirected graph G is a type of spanning tree, generalizing depth-first search trees. They are defined by the property that every edge of G connects an ancestor–descendant pair in the tree. Trémaux trees ar ...
. However, some
uncountable In mathematics, an uncountable set, informally, is an infinite set that contains too many elements to be countable. The uncountability of a set is closely related to its cardinal number: a set is uncountable if its cardinal number is larger tha ...
-
order Order, ORDER or Orders may refer to: * A socio-political or established or existing order, e.g. World order, Ancien Regime, Pax Britannica * Categorization, the process in which ideas and objects are recognized, differentiated, and understood ...
graphs do not have such a tree. * Every finite tree with ''n'' vertices, with , has at least two terminal vertices (leaves). This minimal number of leaves is characteristic of path graphs; the maximal number, , is attained only by star graphs. The number of leaves is at least the maximum vertex degree. * For any three vertices in a tree, the three paths between them have exactly one vertex in common. More generally, a vertex in a graph that belongs to three shortest paths among three vertices is called a median of these vertices. Because every three vertices in a tree have a unique median, every tree is a median graph. * Every tree has a center consisting of one vertex or two adjacent vertices. The center is the middle vertex or middle two vertices in every longest path. Similarly, every ''n''-vertex tree has a centroid consisting of one vertex or two adjacent vertices. In the first case removal of the vertex splits the tree into subtrees of fewer than ''n''/2 vertices. In the second case, removal of the edge between the two centroidal vertices splits the tree into two subtrees of exactly ''n''/2 vertices. * The maximal cliques of a tree are precisely its edges, implying that the class of trees has few cliques.


Enumeration


Labeled trees

Cayley's formula In mathematics, Cayley's formula is a result in graph theory named after Arthur Cayley. It states that for every positive integer n, the number of trees on n labeled vertices is n^. The formula equivalently counts the spanning trees of a ...
states that there are trees on labeled vertices. A classic proof uses Prüfer sequences, which naturally show a stronger result: the number of trees with vertices of degrees respectively, is the
multinomial coefficient In mathematics, the multinomial theorem describes how to expand a power of a sum in terms of powers of the terms in that sum. It is the generalization of the binomial theorem from binomials to multinomials. Theorem For any positive integer ...
: . A more general problem is to count
spanning tree In the mathematical field of graph theory, a spanning tree ''T'' of an undirected graph ''G'' is a subgraph that is a tree which includes all of the vertices of ''G''. In general, a graph may have several spanning trees, but a graph that is no ...
s in an
undirected graph In discrete mathematics, particularly in graph theory, a graph is a structure consisting of a set of objects where some pairs of the objects are in some sense "related". The objects are represented by abstractions called '' vertices'' (also call ...
, which is addressed by the
matrix tree theorem In the mathematics, mathematical field of graph theory, Kirchhoff's theorem or Kirchhoff's matrix tree theorem named after Gustav Kirchhoff is a theorem about the number of spanning trees in a graph (discrete mathematics), graph, showing that this ...
. (Cayley's formula is the special case of spanning trees in a
complete graph In the mathematical field of graph theory, a complete graph is a simple undirected graph in which every pair of distinct vertices is connected by a unique edge. A complete digraph is a directed graph in which every pair of distinct vertices i ...
.) The similar problem of counting all the subtrees regardless of size is #P-complete in the general case ().


Unlabeled trees

Counting the number of unlabeled free trees is a harder problem. No closed formula for the number of trees with vertices
up to Two Mathematical object, mathematical objects and are called "equal up to an equivalence relation " * if and are related by , that is, * if holds, that is, * if the equivalence classes of and with respect to are equal. This figure of speech ...
graph isomorphism In graph theory, an isomorphism of graphs ''G'' and ''H'' is a bijection between the vertex sets of ''G'' and ''H'' : f \colon V(G) \to V(H) such that any two vertices ''u'' and ''v'' of ''G'' are adjacent in ''G'' if and only if f(u) and f(v) a ...
is known. The first few values of are : 1, 1, 1, 1, 2, 3, 6, 11, 23, 47, 106, 235, 551, 1301, 3159, … . proved the asymptotic estimate : t(n) \sim C \alpha^n n^ \quad\text n\to\infty, with and . Here, the symbol means that :\lim_ \frac = 1. This is a consequence of his asymptotic estimate for the number of unlabeled rooted trees with vertices: : r(n) \sim D\alpha^n n^ \quad\text n\to\infty, with and the same as above (cf. , chap. 2.3.4.4 and , chap. VII.5, p. 475). The first few values of areSee . : 1, 1, 2, 4, 9, 20, 48, 115, 286, 719, 1842, 4766, 12486, 32973, … .


Types of trees

* A '' path graph'' (or ''linear graph'') consists of vertices arranged in a line, so that vertices and are connected by an edge for . * A '' starlike tree'' consists of a central vertex called ''root'' and several path graphs attached to it. More formally, a tree is starlike if it has exactly one vertex of degree greater than 2. * A '' star tree'' is a tree which consists of a single internal vertex (and leaves). In other words, a star tree of order is a tree of order with as many leaves as possible. * A '' caterpillar tree'' is a tree in which all vertices are within distance 1 of a central path subgraph. * A '' lobster tree'' is a tree in which all vertices are within distance 2 of a central path subgraph. * A ''regular tree'' of degree is the infinite tree with edges at each vertex. These arise as the
Cayley graph In mathematics, a Cayley graph, also known as a Cayley color graph, Cayley diagram, group diagram, or color group, is a Graph (discrete mathematics), graph that encodes the abstract structure of a group (mathematics), group. Its definition is sug ...
s of
free group In mathematics, the free group ''F'S'' over a given set ''S'' consists of all words that can be built from members of ''S'', considering two words to be different unless their equality follows from the group axioms (e.g. ''st'' = ''suu''− ...
s, and in the theory of Tits buildings. In
statistical mechanics In physics, statistical mechanics is a mathematical framework that applies statistical methods and probability theory to large assemblies of microscopic entities. Sometimes called statistical physics or statistical thermodynamics, its applicati ...
they are known as '' Bethe lattices''.


See also

*
Decision tree A decision tree is a decision support system, decision support recursive partitioning structure that uses a Tree (graph theory), tree-like Causal model, model of decisions and their possible consequences, including probability, chance event ou ...
* Hypertree * Multitree *
Pseudoforest In graph theory, a pseudoforest is an undirected graphThe kind of undirected graph considered here is often called a multigraph or pseudograph, to distinguish it from a simple graph. in which every Connected component (graph theory), connected com ...
*
Tree structure A tree structure, tree diagram, or tree model is a way of representing the hierarchical nature of a structure in a graphical form. It is named a "tree structure" because the classic representation resembles a tree, although the chart is gen ...
(general) *
Tree (data structure) In computer science, a tree is a widely used abstract data type that represents a hierarchical tree structure with a set of connected nodes. Each node in the tree can be connected to many children (depending on the type of tree), but must be co ...
* Unrooted binary tree


Notes


References

* * . * * * . * . * . * .


Further reading

* . * * * * . * . {{Authority control * Bipartite graphs