聖塔非研究所

Karmarkar-Karp差分演算法分析

2008 · 已發表論文 · 更新 2026/08/30 下午12:48

摘要 The Karmarkar Karp differencing algorithm is the best known polynomial time heuristic for the number partitioning problem, fundamental in both theoretical computer science and 統計 physics.…

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論文資訊

  • 類型:已發表論文
  • 日期:2008

摘要

The Karmarkar-Karp differencing algorithm is the best known polynomial time heuristic for the number partitioning problem, fundamental in both theoretical computer science and 統計 physics. We analyze the performance of the differencing algorithm on random instances by mapping it to a 非線性 rate equation. Our analysis reveals strong finite size effects that explain why the precise asymptotics of the differencing solution is hard to establish by simulations. The asymptotic series emerging from the rate equation satisfies all known bounds on the Karmarkar-Karp algorithm and projects a 縮放律 n(-c ln n) , where c = 1/(2 ln 2) = 0.7213 .... Our calculations reveal subtle relations between the algorithm and Fibonacci-like sequences, and we establish an explicit identity to that effect.

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