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Formal implementations and complexity analysis of algorithmic problems. Focus on asymptotic behavior, recurrence relations, and correctness proofs.

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Algorithm Design and Complexity Analysis

This repository contains formal solutions and rigorous complexity analysis for algorithmic problems sourced primarily from LeetCode.

The objective is to provide a comprehensive engineering approach to these challenges, prioritizing theoretical correctness, asymptotic behavior, and formal optimization techniques over simple implementation.

Repository Structure

Each entry corresponds to a specific LeetCode problem and is organized to include:

  1. Source Code: Optimized implementation (C++, Java, or Python).
  2. Documentation: A technical report covering:
    • Problem constraints and edge case analysis.
    • Algorithmic paradigm selection (e.g., Dynamic Programming, Graph Theory, Sliding Window).
    • Formal time and space complexity derivation using Big O notation.
    • Mathematical proof of correctness (where applicable).

Methodology

The analysis follows standard academic rigor:

  • Correctness: Verification via loop invariants or inductive reasoning.
  • Asymptotic Analysis: Evaluation of Worst-Case, Average-Case, and Best-Case scenarios relative to input size constraints.
  • Recurrence Relations: Derivation and solving of recurrences for recursive solutions.

Attribution and Tools

The algorithmic logic, mathematical proofs, and source code implementations are original work.

Generative AI tools were utilized strictly for:

  • LaTeX and Markdown formatting.
  • Syntactical structuring of the documentation.

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Formal implementations and complexity analysis of algorithmic problems. Focus on asymptotic behavior, recurrence relations, and correctness proofs.

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