A THEORETICAL AND PRACTICAL EXAMINATION OF ALGORITHMIC EFFICIENCY IN CONTEMPORARY COMPUTER SCIENCE PROBLEMS
Abstract
This paper investigates algorithmic efficiency from both theoretical and practical perspectives in the context of emerging computational challenges up to the year . By evaluating classical computational models and contrasting them with empirical performance data from modern algorithmic applications, this study reveals the gaps between asymptotic analysis and real-world behavior. Furthermore, it assesses improvements in algorithm design driven by hardware advances and algorithmic paradigms such as parallelism and heuristic methods.
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