理解amortize in database

本文探讨了amortized analysis在算法分析中的关键作用,它帮助我们分析实际运行中资源消耗,尤其关注平均性能而非最坏情况。从历史起源到在金融实践中的应用,以及在计算机科学中的重要性,本文为读者揭示了这一技术的全面视角。

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  • Amortized analysis

    Amortized analysis is a method for analysing a given algorithm’s complexity, or how much a resource, especially time or memory, it takes to execute.

    The motivation for amortized analysis is that looking at the worst-case run time per operation, rather than per algorithm, can be too pessimistic.

    While certain operations for a given algorithm may have a significant cost in resources, other operations may not be as costly.

  • History

    Amortized analysis initially emerged from a method called aggregate analysis, which is now subsumed by amortized analysis.

    The technique was first formally introduced by Robert Tarjan in his 1985 paper Amortized Computational Complexity.

  • For Finance

    Amortization is a financial practice that allows buyers to pay for something over an extended schedule rather than single time.

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