The Highest Lower Bound on the number of Comparisons in the worst case for comparison-based sorting order of : 

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  1. n
  2. n2 
  3. nlogn 
  4. n log2n

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Option 3 : nlogn 
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The correct answer is n log n.

Key Points

  • In comparison-based sorting algorithms, the number of comparisons required to sort a list of n elements in the worst case is at least proportional to n log n.
  • This result is derived from the fact that there are n! possible permutations of n elements, and each comparison can at most halve the number of possibilities.
  • Therefore, to distinguish between all n! permutations, we need at least log(n!) comparisons.
  • Using Stirling's approximation, log(n!) is Θ(n log n), which provides the lower bound for comparison-based sorting algorithms.
  • This lower bound applies to all comparison-based sorting algorithms, including well-known ones like Merge Sort, Heap Sort, and Quick Sort (on average).

Additional Information

  • Non-comparison-based sorting algorithms, such as Counting Sort, Radix Sort, and Bucket Sort, can achieve better performance under specific conditions, bypassing the n log n lower bound.
  • These algorithms rely on additional assumptions about the input data, such as the range of the input values.
  • However, for general-purpose sorting where no assumptions can be made about the input data, comparison-based sorting algorithms are the most widely applicable.
  • Understanding the lower bound helps in analyzing and comparing the efficiency of different sorting algorithms.
  • The n log n lower bound ensures that no comparison-based sorting algorithm can have a worst-case performance better than this bound.
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-> A total number of 113 revised vacancies have been announced for the post of Scientific Assistant in Computer Science (CS), Information Technology (IT), and Electronics & Communication (EC) streams.

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->The NIELT has revised the Essential Qualifications for the post of Scientific Assistant. Candidates must possess (M.Sc.)/ (MS)/ (MCA) / (B.E.)/ (B.Tech) in relevant disciplines.

 

-> The NIELIT Scientific Assistant 2025 Notification has been released by the National Institute of Electronics and Information Technology (NIELIT).

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