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Algorithms/Phase 3 · Sorting

Chapter review LI-3.2 · Item 36 of 79

Divide-and-conquer sorts

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ACompressed recap

🧾

Merge sort: merge p + q in ≤ p + q − 1 comparisons (≥ min(p, q)); Θ(n log n) always; worst comparisons n log n − n + 1 for n = 2ᵏ; stable, Θ(n) space. Quicksort: Lomuto partition (pivot last, n − 1 comparisons, pivot in final place); best/average Θ(n log n), worst Θ(n²) on sorted/reverse/equal inputs with an end pivot; constant splits stay n log n; in-place, not stable. Heapsort: bottom-up build Θ(n), n − 1 extract-and-sift steps; Θ(n log n) always; in-place, not stable.

BMerged rule card

3.2.1 Merge sort: merging, recurrence, comparison counts

  • Merge p + q: ≤ p + q − 1 comparisons, ≥ min(p, q).
  • Merge sort: Θ(n log n) all cases; Θ(n) extra space; stable; depth ⌈log n⌉.
  • Worst comparisons W(n) = W(⌈n/2⌉) + W(⌊n/2⌋) + n − 1; n = 2ᵏ → n log n − n + 1.
  • Bottom-up: ⌈log n⌉ passes.

3.2.2 Quicksort: partitioning, best, worst and average cases

  • Lomuto: pivot = last; n − 1 comparisons; pivot ends in its final place.
  • Best/average Θ(n log n); worst Θ(n²) (sorted or reverse with end pivot; all-equal with Lomuto).
  • Constant-fraction splits → Θ(n log n). Median pivot (Θ(n)) → worst Θ(n log n).
  • In-place, not stable; stack O(log n) best, O(n) worst.

3.2.3 Heapsort: build-heap in O(n), heapify, extract-max

  • Sift down: swap with the larger child until in place.
  • Build-heap bottom-up from ⌊n/2⌋ to 1: Θ(n). Repeated insertion: O(n log n).
  • Heapsort: build, then n − 1 × (swap root with last, sift down): Θ(n log n) all cases; in-place; not stable.
  • Max-heap check: A[⌊i/2⌋] ≥ A[i].

CInterleaved GATE-style questions

Q1NAT1 markMerge

Maximum comparisons to merge sorted lists of 7 and 9 elements?

Numerical answer: ________

Q2NAT2 marksMerge sort trace

Merge sort (left half = first ⌊n/2⌋) on [5, 2, 9, 1, 7, 3]. Comparisons in the final merge?

Numerical answer: ________

Q3NAT2 marksQuicksort

Quicksort (Lomuto, pivot last) on the reverse-sorted array [6, 5, 4, 3, 2, 1]. Total comparisons?

Numerical answer: ________

Q4MCQ1 markWorst-case input

Quicksort with the first element as pivot performs worst on:

  • (A) any array of distinct elements
  • (B) an array whose first element is the median
  • (C) an already sorted array
  • (D) a random array

Q5NAT2 marksPartition

Lomuto partition (pivot last) of [7, 2, 8, 1, 6, 3, 5, 4]. Final index (0-based) of the pivot?

Numerical answer: ________

Q6NAT1 markBuild-heap

Build-heap on [4, 1, 3, 2, 16, 9, 10, 14, 8, 7]. Root value?

Numerical answer: ________

Q7MCQ1 markComplexities

Which sort is Θ(n log n) in the worst case and in-place?

  • (A) Insertion sort
  • (B) Merge sort
  • (C) Quicksort
  • (D) Heapsort

Q8MSQ2 marksStability

Which are stable?

  • (A) Merge sort
  • (B) Insertion sort
  • (C) Quicksort
  • (D) Heapsort

DAnswer Vault

Answer Vault

Try the questions first. Open when you are ready to check.

Q1 Answer: 151 mark

7 + 9 − 1.

Re-read: Lesson 3.2.1 — Merge sort: merging, recurrence, comparison counts

Q2 Answer: 52 marks

[2, 5, 9] with [1, 3, 7].

Re-read: Lesson 3.2.1 — Merge sort: merging, recurrence, comparison counts

Q3 Answer: 152 marks

Every partition is maximally unbalanced: 5 + 4 + 3 + 2 + 1.

Re-read: Lesson 3.2.2 — Quicksort: partitioning, best, worst and average cases

Q4 Answer: (C)1 mark

The pivot is the minimum every time.

  • (A) is wrong: Not any array.
  • (B) is wrong: That is the best split.
  • (D) is wrong: Random input gives n log n on average.

Re-read: Lesson 3.2.2 — Quicksort: partitioning, best, worst and average cases

Q5 Answer: 32 marks

Three elements (2, 1, 3) are ≤ 4.

Re-read: Lesson 3.2.2 — Quicksort: partitioning, best, worst and average cases

Q6 Answer: 161 mark

16 is the maximum.

Re-read: Lesson 3.2.3 — Heapsort: build-heap in O(n), heapify, extract-max

Q7 Answer: (D)1 mark

Merge sort is not in-place; quicksort's worst case is n².

  • (A) is wrong: Θ(n²) worst.
  • (B) is wrong: Θ(n) extra space.
  • (C) is wrong: Θ(n²) worst.

Re-read: Lesson 3.2.3 — Heapsort: build-heap in O(n), heapify, extract-max

Q8 Answer: (A) (B)2 marks

Quicksort and heapsort move elements across equal keys.

  • (C) is wrong: Not stable.
  • (D) is wrong: Not stable.

Re-read: Lesson 3.2.1 — Merge sort: merging, recurrence, comparison counts

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