Equivalence Relation on a Set (original) (raw)

Last Updated : 14 Mar, 2023

A relation is a subset of the cartesian product of a set with another set. A relation contains ordered pairs of elements of the set it is defined on.

What is an Equivalence Relation?

A relation R on a set A is called an equivalence relation if it is

  1. Reflexive Relation: (a, a) ∈ R ∀ a ∈ A, i.e. aRa for all a ∈ A.
  2. Symmetric Relation: ∀ a, b ∈ A, (a, b) ∈ R ↔ (b, a) ∈ R.
  3. Transitive Relation: ∀ a, b, c ∈ A, if (a, b) ∈ R and (b, c) ∈ R then (a, c) ∈ R.

where R is a subset of (A x A), i.e. the cartesian product of set A with itself.

Example: Consider set A = {a, b}

R = {(a, a), (a, b), (b, a)} is not equivalence as for (b, b) tuple is not present but
R = {(a, a), (a, b), (b, a), (b, b)} is an equivalence relation.

Properties of Equivalence Relation

  1. Empty relation on a non-empty set is never equivalence.
  2. Universal relation over any set is always equivalence.

How to verify an Equivalence Relation?

The process of identifying/verifying if any given relation is equivalency:

Follow the below illustration for a better understanding

Example: Consider set R = {(1, 1), (1, 3), (2, 2), (3, 3), (3, 1), (3, 2), (3, 4), (4, 4), (4, 3)}

Pairs (1, 1), (2, 2), (3, 3), (4, 4) exist:
⇒ This satisfies the reflexive condition.

The symmetric condition is also satisfied.

For the pairs (1, 3) and (3, 4):
⇒ The relation (1, 4) does not exist
⇒ This does not satisfy the transitive condition.

So the relation is not transitive.

Hence it is not equivalence.

Note: (1, 4) and (4, 1) will be inserted in R to make it an equivalence relation.

C++ `

// C++ Program for checking // Equivalence relation #include <bits/stdc++.h> using namespace std;

class Relation { public: bool checkEquivalence(set A, set<pair<int, int> > R) { bool transitive = checkTransitive(R); bool symmetric = checkSymmetric(R); bool reflexive = checkReflexive(A, R); return (transitive && symmetric && reflexive); }

bool checkTransitive(set<pair<int, int> > R) {
    // Empty relation is always transitive
    if (R.size() == 0) {
        return true;
    }

    // Create a unordered_map to store tuple as key value
    // pair
    map<int, set<int> > tup;

    // Creating unordered_map of relation where (a) is key
    // and (b) is value
    for (auto i = R.begin(); i != R.end(); i++) {
        if (tup.find(i->first) == tup.end()) {
            set<int> temp;
            temp.insert(i->second);
            tup.insert(
                pair<int, set<int> >(i->first, temp));
        }
        else {
            tup.at(i->first).insert(i->second);
        }
    }

    for (auto a = tup.begin(); a != tup.end(); a++) {

        // Set of all b's related with a
        set<int> all_b_in_aRb = tup.at(a->first);

        // Taking all c's from each b one by one
        for (int b : all_b_in_aRb) {
            if (tup.find(b) != tup.end()
                && a->first != b) {

                // Set of all c's related with b
                set<int> all_c_in_bRc = tup.at(b);

                // All c's related with each b must be
                // subset of all b's related with a
                for (int c : all_c_in_bRc) {
                    if (all_b_in_aRb.find(c)
                        == all_b_in_aRb.end()) {
                        return false;
                    }
                }
            }
        }
    }

    // For all aRb and bRc there exist aRc in relation R
    return true;
}

bool checkSymmetric(set<pair<int, int> > R) {
    // Empty relation is always symmetric
    if (R.size() == 0) {
        return true;
    }

    for (auto i = R.begin(); i != R.end(); i++) {

        // Making a mirror tuple
        auto temp = make_pair(i->second, i->first);

        if (R.find(temp) == R.end()) {

            // If bRa tuple does not exists in relation
            // R
            return false;
        }
    }

    // bRa tuples exists for all aRb in relation R
    return true;
}

bool checkReflexive(set<int> A, set<pair<int, int> > R) {
    // Empty relation on a non-empty relation set is never reflexive.
    if (A.size() > 0 && R.size() == 0) {
        return false;
    }
    // Relation defined on an empty set is always reflexive.
    else if (A.size() == 0) {
        return true;
    }

    for (auto i = A.begin(); i != A.end(); i++) {

        // Making a tuple of same element
        auto temp = make_pair(*i, *i);

        if (R.find(temp) == R.end()) {

            // If aRa tuple not exists in relation R
            return false;
        }
    }

    // All aRa tuples exists in relation R
    return true;
}

};

int main() { // Creating a set A set A{ 1, 2, 3, 4 };

set<pair<int, int> > R;

// Inserting tuples in relation R
R.insert(make_pair(1, 1));
R.insert(make_pair(1, 3));
R.insert(make_pair(2, 2));
R.insert(make_pair(3, 3));
R.insert(make_pair(3, 1));
R.insert(make_pair(3, 4));
R.insert(make_pair(4, 4));
R.insert(make_pair(4, 3));

Relation obj;

// R is not equivalence as for (1, 3) and (3, 4) tuples -> (1, 4) tuple is not present
if (obj.checkEquivalence(A, R)) {
    cout << "Equivalence Relation" << endl;
}
else {
    cout << "Not a Equivalence Relation" << endl;
}

return 0;

}

Java

// Java Program for checking Equivalence relation

import java.io.; import java.util.;

class pair { int first, second; pair(int first, int second) { this.first = first; this.second = second; } }

class GFG {

static class Relation {
    boolean checkEquivalence(Set<Integer> A,
                             Set<pair> R)
    {
        boolean transitive = checkTransitive(R);
        boolean symmetric = checkSymmetric(R);
        boolean reflexive = checkReflexive(A, R);
        return (transitive && symmetric && reflexive);
    }

    boolean checkTransitive(Set<pair> R)
    {
        // Property 1
        if (R.size() == 0) {
            return true;
        }
        // Create a hashmap to store tuple as key value
        // pair
        HashMap<Integer, Set<Integer> > tup
            = new HashMap<>();

        // Creating hashmap of relation where (a) is key
        // and (b) is value
        for (pair i : R) {
            if (!tup.containsKey(i.first)) {
                Set<Integer> temp = new HashSet<>();
                temp.add(i.second);
                tup.put(i.first, temp);
            }
            else {
                Set<Integer> temp = new HashSet<>();
                temp = tup.get(i.first);
                temp.add(i.second);
                tup.put(i.first, temp);
            }
        }

        for (Integer a : tup.keySet()) {
            // Set of all b's related with a
            Set<Integer> all_b_in_aRb = tup.get(a);

            // Taking all c's from each b one by one
            for (int b : all_b_in_aRb) {
                if (tup.containsKey(b) && a != b) {
                    // Set of all c's related with b
                    Set<Integer> all_c_in_bRc
                        = tup.get(b);

                    // All c's related with each b must
                    // be subset of all b's related with
                    // a
                    for (Integer c : all_c_in_bRc) {
                        if (all_b_in_aRb.contains(c)) {
                            return false;
                        }
                    }
                }
            }
        }

        // For all aRb and bRc there exist aRc in
        // relation R
        return true;
    }

    boolean checkSymmetric(Set<pair> R)
    {
        // Property 1
        if (R.size() == 0) {
            return true;
        }
        for (var i : R) {
            // Making a mirror pair
            // Eg : (1, 2) => mirror pair = (2, 1)
            pair temp = new pair(i.second, i.first);
            if (!R.contains(temp)) {
                // If bRa tuple does not exists in
                // relation R
                return false;
            }
        }
        // bRa tuples exists for all aRb in relation R
        return true;
    }

    boolean checkReflexive(Set<Integer> A, Set<pair> R)
    {
        // Property 1
        if (A.size() > 0 && R.size() == 0) {
            return false;
        }

        // Property 2
        else if (A.size() == 0) {
            return true;
        }

        for (var i : A) {
            if (!R.contains(new pair(i, i))) {
                // If aRa tuple not exists in relation R
                return false;
            }
        }
        // All aRa tuples exists in relation R
        return true;
    }
}

public static void main(String[] args)
{
    // Creating a set A
    Set<Integer> A = new HashSet<>();
    A.add(1);
    A.add(2);
    A.add(3);
    A.add(4);

    // Creating relation R
    Set<pair> R = new HashSet<>();

    // Inserting tuples in relation R
    R.add(new pair(1, 1));
    R.add(new pair(1, 3));
    R.add(new pair(2, 2));
    R.add(new pair(3, 3));
    R.add(new pair(3, 1));
    R.add(new pair(3, 4));
    R.add(new pair(4, 4));
    R.add(new pair(4, 3));

    Relation obj = new Relation();

    // R is not equivalence as for (1, 3) and (3, 4)
    // tuples -> (1, 4) tuple is not present
    if (obj.checkEquivalence(A, R)) {
        System.out.println("Equivalence Relation");
    }
    else {
        System.out.println(
            "Not a Equivalence Relation");
    }
}

}

// This code is contributed by lokeshmvs21.

Python3

class Relation: def checkEquivalence(self, A, R): transitive = self.checkTransitive(R) symmetric = self.checkSymmetric(R) reflexive = self.checkReflexive(A, R) return transitive and symmetric and reflexive

def checkTransitive(self, R):
    # Empty relation is always transitive
    if len(R) == 0:
        return True

    # Create a dictionary to
    # store tuple as key value pair
    tup = dict()

    # Creating dictionary of relation
    # where (a) is key and (b) is value
    for i in R:
        if tup.get(i[0]) is None:
            tup[i[0]] = {i[1]}
        else:
            tup[i[0]].add(i[1])

    for a in tup.keys():

        # Set of all b's related with a
        all_b_in_aRb = tup.get(a)
        if all_b_in_aRb is not None:

            # Taking all c's from each b one by one
            for b in all_b_in_aRb:

                # Set of all c's related with b
                all_c_in_bRc = tup.get(b)
                if a != b and all_c_in_bRc is not None:
                    if not all_c_in_bRc.issubset(all_b_in_aRb):
                      
                        # All c's related with each b must be
                        # subset of all b's related with a
                        return False

    # For all aRb and bRc there exist aRc in relation R
    return True

def checkSymmetric(self, R):
    # Empty relation is always symmetric
    if len(R) == 0:
        return True

    for i in R:
        if (i[1], i[0]) not in R:
            # If bRa tuple does not exists in relation R
            return False
    # bRa tuples exists for all aRb in relation R
    return True

def checkReflexive(self, A, R):
    # Empty relation on a non-empty
    # relation set is never reflexive.
    if len(A) > 0 and len(R) == 0:
        return False
    # Relation defined on an empty
    # set is always reflexive.
    elif len(A) == 0:
        return True

    for i in A:
        if (i, i) not in R:
            # If aRa tuple not exists in relation R
            return False

    # All aRa tuples exists in relation R
    return True

Driver code

if name == 'main':

# Creating a set A
A = {1, 2, 3, 4}

# Creating relation R
R = {(1, 1), (1, 3), (2, 2), (3, 3),
     (3, 1), (3, 4), (4, 4), (4, 3)}

obj = Relation()

# R is not equivalence as for (1, 3) and
# (3, 4) tuples -> (1, 4) tuple is not present
if obj.checkEquivalence(A, R):
    print("Equivalence Relation")
else:
    print("Not a Equivalence Relation")

C#

// C# Program for checking // Equivalence relation using System; using System.Collections.Generic;

class Relation { public bool checkEquivalence(HashSet A, HashSet<Tuple<int, int>> R) { bool transitive = checkTransitive(R); bool symmetric = checkSymmetric(R); bool reflexive = checkReflexive(A, R); return (transitive && symmetric && reflexive); }

bool checkTransitive(HashSet<Tuple<int, int>> R) {
    // Empty relation is always transitive
    if (R.Count == 0) {
        return true;
    }

    // Create a dictionary to store tuple as key value
    // pair
    Dictionary<int, HashSet<int>> tup = new Dictionary<int, HashSet<int>>();

    // Creating dictionary of relation where (a) is key
    // and (b) is value
    foreach (var i in R)
    {
        if (!tup.ContainsKey(i.Item1))
        {
            HashSet<int> temp = new HashSet<int>();
            temp.Add(i.Item2);
            tup.Add(i.Item1, temp);
        }
        else {
            tup[i.Item1].Add(i.Item2);
        }
    }

    foreach (var a in tup) {

        // Set of all b's related with a
        HashSet<int> all_b_in_aRb = tup[a.Key];

        // Taking all c's from each b one by one
        foreach (int b in all_b_in_aRb) {
            if (tup.ContainsKey(b) && a.Key != b) {

                // Set of all c's related with b
                HashSet<int> all_c_in_bRc = tup[b];

                // All c's related with each b must be
                // subset of all b's related with a
                foreach (int c in all_c_in_bRc) {
                    if (!all_b_in_aRb.Contains(c)) {
                        return false;
                    }
                }
            }
        }
    }

    // For all aRb and bRc there exist aRc in relation R
    return true;
}

bool checkSymmetric(HashSet<Tuple<int, int>> R) {
    // Empty relation is always symmetric
    if (R.Count == 0) {
        return true;
    }

    foreach (var i in R)
    {

        // Making a mirror tuple
        Tuple<int, int> temp = new Tuple<int, int>(i.Item2, i.Item1);

        if (!R.Contains(temp)) {

            // If bRa tuple does not exists in relation
            // R
            return false;
        }
    }

    // bRa tuples exists for all aRb in relation R
    return true;
}

bool checkReflexive(HashSet<int> A, HashSet<Tuple<int, int>> R) {
    // Empty relation on a non-empty relation set is never reflexive.
    if (A.Count > 0 && R.Count == 0) {
        return false;
    }
    // Relation defined on an empty set is always reflexive.
    else if (A.Count == 0) {
        return true;
    }

    foreach (int i in A)
    {

        // Making a tuple of same element
        Tuple<int, int> temp = new Tuple<int, int>(i, i);

        if (!R.Contains(temp)) {

            // If aRa tuple not exists in relation R
            return false;
        }
    }

    // All aRa tuples exists in relation R
    return true;
}

}

public class GFG { static public void Main () { // Creating a set A HashSet A = new HashSet(){ 1, 2, 3, 4 };

    HashSet<Tuple<int, int>> R = new HashSet<Tuple<int, int>>();

    // Inserting tuples in relation R
    R.Add(new Tuple<int, int>(1, 1));
    R.Add(new Tuple<int, int>(1, 3));
    R.Add(new Tuple<int, int>(2, 2));
    R.Add(new Tuple<int, int>(3, 3));
    R.Add(new Tuple<int, int>(3, 1));
    R.Add(new Tuple<int, int>(3, 4));
    R.Add(new Tuple<int, int>(4, 4));
    R.Add(new Tuple<int, int>(4, 3));

    Relation obj = new Relation();

    // R is not equivalence as for (1, 3) and (3, 4) tuples -> (1, 4) tuple is not present
    if (obj.checkEquivalence(A, R)) {
        Console.WriteLine("Equivalence Relation");
    }
    else {
        Console.WriteLine("Not a Equivalence Relation");
    }
}

} // contributed by akashish__

JavaScript

// Javascript program for checking Equivalence relation

class Relation { checkEquivalence(A, R) { let transitive = this.checkTransitive(R); let symmetric = this.checkSymmetric(R); let reflexive = this.checkReflexive(A, R); return transitive && symmetric && reflexive; }

checkTransitive(R) { // Empty relation is always transitive if (R.length === 0) { return true; }

// Create an object to store tuple as key-value pair
let tup = {};

// Creating object of relation where (a) is key and (b) is value
for (let i of R) {
  if (tup[i[0]] === undefined) {
    tup[i[0]] = new Set([i[1]]);
  } else {
    tup[i[0]].add(i[1]);
  }
}

for (let a in tup) {
  // Set of all b's related with a
  let allBInARb = tup[a];
  if (allBInARb) {
    // Taking all c's from each b one by one
    for (let b of allBInARb) {
      // Set of all c's related with b
      let allCInBRc = tup[b];
      if (a !== b && allCInBRc) {
        if (!Array.from(allCInBRc).every(c => allBInARb.has(c))) {
          // All c's related with each b must be subset of 
          // all b's related with a
          return false;
        }
      }
    }
  }
}

// For all aRb and bRc there exists aRc in relation R
return true;

}

checkSymmetric(R) { // Empty relation is always symmetric if (R.length === 0) { return true; }

for (let i of R) {
  if (!R.has((i[1], i[0]))) {
    // If bRa tuple does not exists in relation R
    return false;
  }
}
// bRa tuples exists for all aRb in relation R
return true;

}

checkReflexive(A, R) { // Empty relation on a non-empty relation set is never reflexive. if (A.size > 0 && R.length === 0) { return false; } // Relation defined on an empty set is always reflexive. else if (A.size === 0) { return true; }

for (let i of A) {
  if (!R.has([i, i])) {
    // If aRa tuple not exists in relation R
    return false;
  }
}

// All aRa tuples exists in relation R
return true;

} } // Creating set A let A = new Set([1, 2, 3, 4]);

// Creating relation R let R = new Set([[1, 1], [1, 3], [2, 2], [3, 3], [3, 1], [3, 4], [4, 4], [4, 3]]); // Creating an object of the Relation class let obj = new Relation();

// Checking if R is an equivalence relation if (obj.checkEquivalence(A, R)) { console.log("Equivalence Relation"); } else { console.log("Not a Equivalence Relation"); } //This code is contributed by Edula Vinay Kumar Reddy

`

Output

Not a Equivalence Relation

Time Complexity: O(N * K * log N) where N is the number of tuples in relation and K is the maximum number of tuples (a, b) for which a is the same.

Auxiliary Space: O(N)