Heapsort

1. Detailed Elaboration

  • Definition: Heapsort is a comparison-based sorting algorithm utilizing a binary heap data structure. It is an efficient way to sort a collection of items.
  • Complexity:
    • Time Complexity:
      • Worst-case: O(n log n)
      • Average-case: O(n log n)
      • Best-case: O(n log n)
    • Space Complexity: O(1) (in-place sorting)
  • Process:
    1. Heap Construction: Transform the list into a max-heap (or min-heap).
    2. Sorting:
      • Remove the maximum (or minimum) element from the heap, placing it in the sorted output.
      • Re-establish the heap property (heapify).
      • Repeat until the heap is empty.
  • Stability: Heapsort is not a stable sorting algorithm because it can change the relative order of equal elements.
  • Use Cases:
    • Best suited for situations where memory space is limited.
    • Effective for large datasets and when the complete data is not available at once.
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