Data Structures and Algorithms with Object-Oriented Design Patterns in C#
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Applications

One of the most important applications of partitions involves the processing of equivalence relations. Equivalence relations arise in many interesting contexts. For example, two nodes in an electric circuit are electrically equivalent if there is a conducting path (a wire) connecting the two nodes. In effect, the wires establish an electrical equivalence relation over the nodes of a circuit.

A similar relation arises among the classes in a C# program. Consider the following C# code fragment:

interface I {}
class A : I {}
class B : I {}
class C : A {}
class D : B {}
The three classes A, B, C and D are equivalent in the sense that they all implement the same interface I. In effect, the class declarations establish an equivalence relation over the classes in a C# program.

Definition (Equivalence Relation)  An equivalence relation   over a universal set U is a relation tex2html_wrap_inline67023 with the following properties:
  1. The relation tex2html_wrap_inline67023 is reflexive . That is, for every tex2html_wrap_inline67027, tex2html_wrap_inline67029.
  2. The relation tex2html_wrap_inline67023 is symmetric . That is, for every pair tex2html_wrap_inline67027 and tex2html_wrap_inline67035, if tex2html_wrap_inline67037 then tex2html_wrap_inline67039.
  3. The relation tex2html_wrap_inline67023 is transitive . That is, for every triple tex2html_wrap_inline67027, tex2html_wrap_inline67035 and tex2html_wrap_inline67047, if tex2html_wrap_inline67037 and tex2html_wrap_inline67051 then tex2html_wrap_inline67053.

An important characteristic of an equivalence relation is that it partitions the elements of the universal set U into a set of equivalence classes . That is, U is partitioned into tex2html_wrap_inline66739, such that for every pair tex2html_wrap_inline67027 and tex2html_wrap_inline67035, tex2html_wrap_inline67037 if and only if x and y are in the same element of the partition. That is, tex2html_wrap_inline67037 if there exists a value of i such that tex2html_wrap_inline67075.

For example, consider the universe tex2html_wrap_inline67077. and the equivalence relation tex2html_wrap_inline67023 defined over U defines as follows:

  multline29495

This relation results in the following partition of U:

displaymath67017

The list of equivalences in Equation gif contains many redundancies. Since we know that the relation tex2html_wrap_inline67023 is reflexive, symmetric and transitive, it is possible to infer the complete relation from the following list

displaymath67018

The problem of finding the set of equivalence classes from a list of equivalence pairs is easily solved using a partition. Program gif shows how it can be done using the PartitionAsForest class defined in Section gif.

   program29502
Program: Application of disjoint sets--finding equivalence classes.

The algorithm first gets a positive integer n from the input and creates a partition, p, of the universe tex2html_wrap_inline67087 (lines 7-12). As explained in Section gif, the initial partition comprises n disjoint sets of size one. That is, each element of the universal set is in a separate element of the partition.

Each iteration of the main loop processes one equivalence pair (lines 10-21). An equivalence pair consists of two numbers, i and j, such that tex2html_wrap_inline67089 and tex2html_wrap_inline67091. The find operation is used to determine the sets s and t in partition p that contain elements i and j, respectively (lines 15-16).

If s and t are not the same set, then the disjoint sets are united using the join operation (lines 17-18). Otherwise, i and j are already in the same set and the equivalence pair is redundant (line 20). After all the pairs have been processed, the final partition is printed (line 22).


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Bruno Copyright © 2001 by Bruno R. Preiss, P.Eng. All rights reserved.