双向线性编程和扩展
Ahmad Abdi1, Gérard Cornuéjols2, Bertrand Guenin3
1Department of Mathematics, London School of Economics, London, England, UK.
概括
这项研究介绍了一种有效解决二元线性程序的方法, 这项研究提供了多项式时间算法和线性编程中的二元理性解决方案的边界.
科学领域:
- 数字分析
- 计算数学
- 优化理论
背景情况:
- 两位数的理数,定义为p/2k,提供精确的有限二进制表示.
- 这些数字对于计算任务中的精确浮点算法至关重要.
- 一个二次向量包含所有二次理数的元素.
研究的目的:
- 调查对线性程序的二次最佳解决方案的存在和计算.
- 开发有效的算法来解决二元线性程序.
主要方法:
- 用二元制约和解决方案制定和分析线性程序.
- 开发针对二次理数算法的多项式时间算法.
- 确定溶液支尺寸和分母大小的边界.
主要成果:
- 证明二进制线性程序可以在多项式时间内解决.
- 支持尺寸的边界和二次解的分母的导出.
- 确定关键性质 (在加法/否定下封闭,密度),使二次 LP 解决方案成为可能.
结论:
- 双向线性程序是可以有效地解决的,解决方案特征有保证的边界.
- 算法框架可以扩展到严格的二元理性之外的更广泛的问题.
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