Paper Title

A THEORETICAL AND PRACTICAL EXAMINATION OF ALGORITHMIC EFFICIENCY IN CONTEMPORARY COMPUTER SCIENCE PROBLEMS

Keywords

algorithmic efficiency
computational complexity
asymptotic analysis
empirical performance
optimization
time complexity
big-o notation
algorithm design
computing
data structures

Article Type

Research Article

Journal

International Journal of Computer Science and Engineering Research and Development

Publication Info

Volume: 13 | Issue: 2 | Pages: 109-115

Published On

December, 2023

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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.