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Disjoint Set Data Structures

A disjoint-set data structure is defined as one that keeps track of a set of elements partitioned into a number of disjoint (non-overlapping) subsets.

A union-find algorithm is an algorithm that performs two useful operations on such a data structure:

  • Find: Determine which subset a particular element is in. This can determine if two elements are in the same subset.
  • Union: Join two subsets into a single subset. Here first we have to check if the two subsets belong to the same set. If not, then we cannot perform union. 

Applications of Disjoint set Union: 

S. No.

Problem

Practice link

1

Kruskal’s Minimum Spanning Tree Algorithm.

solve

2

Job Sequencing Problem.

solve

3

Cycle Detection

solve

4

Number of pairs

solve

5

City With the Smallest Number of Neighbors at a Threshold Distance

solve

Practice problems for DSU:

Problem

Difficulty

Difference between Smallest and Largest Component of the graph after each Query

Easy

Equation satisfiability check

Easy

Evaluate the Fractions

Medium

Substring segment query & modification

Medium

Maximum number of soldier in a team

Medium

Minimum difference between components of the Graph after each query

Hard

Minimum cost to provide water

Hard

Minimum operations for adjacent E and E+1 pairing

Hard

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