Which sorting algorithm has the best average-case time complexity?

Practice Questions

Q1
Which sorting algorithm has the best average-case time complexity?
  1. Bubble Sort
  2. Insertion Sort
  3. Merge Sort
  4. Selection Sort

Questions & Step-by-Step Solutions

Which sorting algorithm has the best average-case time complexity?
  • Step 1: Understand what sorting algorithms are. They are methods used to arrange data in a specific order, like from smallest to largest.
  • Step 2: Learn about time complexity. This tells us how the time to sort data changes as the amount of data increases.
  • Step 3: Know that 'average-case time complexity' means how long an algorithm takes to sort data on average, not the best or worst case.
  • Step 4: Identify some common sorting algorithms: Bubble Sort, Quick Sort, and Merge Sort.
  • Step 5: Check the average-case time complexities of these algorithms: Bubble Sort is O(n^2), Quick Sort is O(n log n), and Merge Sort is O(n log n).
  • Step 6: Compare the average-case time complexities. O(n log n) is better than O(n^2).
  • Step 7: Conclude that Merge Sort and Quick Sort both have the best average-case time complexity of O(n log n), but Merge Sort is often preferred for its stability.
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