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Algorithm Optimization Analysis

#algorithms #optimization #complexity-theory #pseudocode

Analyze and optimize a pseudo-code implementation for space-time complexity.

Analyze the following pseudocode for a custom sorting algorithm. Determine its Big-O time and space complexity in the best, average, and worst-case scenarios. Identify the specific algorithmic bottlenecks that limit its performance on large, nearly-sorted datasets. Propose a modified version of the algorithm that improves performance by at least an order of magnitude for this specific use case, and explain the theoretical underpinnings of your optimization.