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Algorithms
Complexity Analysis
GATE 2013
Expert

The number of elements that can be sorted in Θ(log n) time using heap sort is

  • AΘ(1)
  • BΘ(√log n)
  • Θ(log n / log log n)
  • DΘ(log n)

Explanation

Heap sort takes Θ(m log m) to sort m elements. We need the largest m such that m log m = Θ(log n). Try m = Θ(log n / log log n): then log m ≈ log(log n) − log(log log n) ≈ log log n (the second term is lower-order), so m·log m ≈ (log n / log log n)·(log log n) = log n — exactly matching. Checking m = Θ(√log n) instead: log m ≈ ½ log log n, so m log m ≈ √(log n)·½ log log n, and the ratio of this to log n is (log log n)/√(log n) → 0, i.e. it UNDERSHOOTS Θ(log n) — too small. So m = Θ(log n / log log n) is the correct answer.

Source: GATE CS 2013 (2013)

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