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If you have n elements and perform m union operations, what is the amortized tim

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Question: If you have n elements and perform m union operations, what is the amortized time complexity of each operation in a Disjoint Set Union with path compression and union by rank?

Options:

  1. O(1)
  2. O(log n)
  3. O(n)
  4. O(α(n))

Correct Answer: O(α(n))

Solution:

The amortized time complexity of each operation in a Disjoint Set Union with path compression and union by rank is O(α(n)), where α is the inverse Ackermann function.

If you have n elements and perform m union operations, what is the amortized tim

Practice Questions

Q1
If you have n elements and perform m union operations, what is the amortized time complexity of each operation in a Disjoint Set Union with path compression and union by rank?
  1. O(1)
  2. O(log n)
  3. O(n)
  4. O(α(n))

Questions & Step-by-Step Solutions

If you have n elements and perform m union operations, what is the amortized time complexity of each operation in a Disjoint Set Union with path compression and union by rank?
  • Disjoint Set Union (DSU) – A data structure that keeps track of a partition of a set into disjoint subsets and supports union and find operations.
  • Path Compression – An optimization technique used in the find operation to flatten the structure of the tree whenever find is called, leading to faster future queries.
  • Union by Rank – An optimization technique that always attaches the smaller tree under the root of the larger tree during union operations to keep the tree shallow.
  • Amortized Time Complexity – A method of analyzing the time complexity of an algorithm by averaging the time taken over a sequence of operations.
  • Inverse Ackermann Function – A very slowly growing function that is used to describe the time complexity of certain algorithms, particularly in the context of disjoint set operations.
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