Cover Data Structures and Algorithms with Object-Oriented Design Patterns in Java
next up previous contents index

Minimum-Cost Spanning Trees

In this section we consider undirected graphs and their subgraphs. A subgraph  of a graph tex2html_wrap_inline69997 is any graph tex2html_wrap_inline71453 such that tex2html_wrap_inline71455 and tex2html_wrap_inline71457. In particular, we consider connected undirected graphs and their minimal subgraphs  . The minimal subgraph of a connected graph is called a spanning tree:

Definition (Spanning Tree)  Consider a connected, undirected graph tex2html_wrap_inline69997. A spanning tree  of G is a subgraph of G, say tex2html_wrap_inline71465, with the following properties:
  1. tex2html_wrap_inline71467.
  2. T is connected.
  3. T is acyclic.

Figure gif shows an undirected graph, tex2html_wrap_inline71473, together with three of its spanning trees. A spanning tree is called a tree because every acyclic undirected graph can be viewed as a general, unordered tree. Because the edges are undirected, any vertex may be chosen to serve as the root of the tree. For example, the spanning tree of tex2html_wrap_inline71473 given in Figure gif (c) can be viewed as the general, unordered tree

displaymath71447

   figure51632
Figure: An undirected graph and three spanning trees.

According to Definition gif, a spanning tree is connected. Therefore, as long as the tree contains more than one vertex, there can be no vertex with degree zero. Furthermore, the following theorem guarantees that there is always at least one vertex with degree one:

Theorem  Consider a connected, undirected graph tex2html_wrap_inline69997, where tex2html_wrap_inline71481. Let tex2html_wrap_inline71483 be a spanning tree of G. The spanning tree T contains at least one vertex of degree one.

extbfProof (By contradiction). Assume that there is no vertex in T of degree one. That is, all the vertices in T have degree two or greater. Then by following edges into and out of vertices we can construct a path that is cyclic. But a spanning tree is acyclic--a contradiction. Therefore, a spanning tree always contains at least one vertex of degree one.

According to Definition gif, the edge set of a spanning tree is a subset of the edges in the spanned graph. How many edges must a spanning tree have? The following theorem answers the question:

Theorem  Consider a connected, undirected graph tex2html_wrap_inline69997. Let tex2html_wrap_inline71483 be a spanning tree of G. The number of edges in the spanning tree is given by

displaymath71448

extbfProof (By induction). We can prove Theorem gif by induction on tex2html_wrap_inline70423, the number of vertices in the graph.

Base Case Consider a graph that contains only one node, i.e., tex2html_wrap_inline71501. Clearly, the spanning tree for such a graph contains no edges. Since tex2html_wrap_inline71503, the theorem is valid.

Inductive Hypothesis Assume that the number of edges in a spanning tree for a graph with tex2html_wrap_inline70423 has been shown to be tex2html_wrap_inline71507 for tex2html_wrap_inline71509.

Consider a graph tex2html_wrap_inline71511 with k+1 vertices and its spanning tree tex2html_wrap_inline71515. According to Theorem gif, tex2html_wrap_inline71517 contains at least one vertex of degree one. Let tex2html_wrap_inline71013 be one such vertex and tex2html_wrap_inline71521 be the one edge emanating from v in tex2html_wrap_inline63562.

Let tex2html_wrap_inline63546 be the graph of k nodes obtained by removing v and its emanating edge from the graph tex2html_wrap_inline63562. That is, tex2html_wrap_inline71535.

Since tex2html_wrap_inline63562 is connected, so too is tex2html_wrap_inline63546. Similarly, since tex2html_wrap_inline63562 is acyclic, so too is tex2html_wrap_inline63546. Therefore tex2html_wrap_inline63546 is a spanning tree with k vertices. By the inductive hypothesis tex2html_wrap_inline63546 has k-1 edges. Thus, tex2html_wrap_inline63562 as k edges.

Therefore, by induction on k, the spanning tree for a graph with tex2html_wrap_inline70423 vertices contains tex2html_wrap_inline71507 edges.




next up previous contents index

Bruno Copyright © 1998 by Bruno R. Preiss, P.Eng. All rights reserved.