Develop an optimized algorithmic solution to solve the problem: "". Provide a detailed explanation of your approach, including time and space complexity analysis, proof of correctness, and consideration of edge cases. Discuss multiple approaches, compare their efficiency, and justify why your chosen solution is optimal for the given constraints. Include pseudocode and explain how your solution would handle inputs of varying sizes.