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加权3D-Matching的改进算法
  • 期刊名称:计算机研究与发展
  • 时间:0
  • 页码:1877-1884
  • 语言:中文
  • 分类:TP301.6[自动化与计算机技术—计算机系统结构;自动化与计算机技术—计算机科学与技术]
  • 作者机构:[1]中南大学信息科学与工程学院,长沙410083
  • 相关基金:基金项目:国家“九七三”重点基础研究发展计划前期研究专项基金项目(2008CB317107);国家自然科学基金项目(60773111,60873265),长江学者和创新团队发展计划基金项目(IRT0661)
  • 相关项目:基于网络编码的无线网络安全性与可靠性研究
中文摘要:

Matching问题构成了一类重要的NP难问题.此类问题在诸多领域中有着重要的应用,如调度、代码优化等领域.对于加权3D-matching问题,通过深入分析问题的结构特性,可以转化成加权3D-matching augmentation问题进行求解,即从一个最大加权的k-matching着手构造权值最大的(k+1)-matching.从问题的特殊结构特性出发,给出了加权3D-matching augmentation问题特有的性质:k-matching中存在2列使得该2列至少有2k/3元素被包含在(k+1)-matching中所对应的2列中.基于给出的性质,通过运用color-coding和动态规划技术,给出了一个时间复杂度为O*(4.823k)的参数算法,最终求解加权3D-matching问题.该算法较目前文献中的最好结果O*(5.473k)有了极大的改进.

英文摘要:

Matching problem is an important class of NP-hard problems, which has great applications in many fields, such as scheduling and code optimization etc. This paper mainly focuses on the weighted 3D-matching problem, and gives further analysis for the structure of the problem. In order to solve the weighted 3D-matching problem more efficiently, the weighted 3D-matching problem is converted to the weighted 3D-matching augmentation problem, which is to construct a maximum weighted (k+ 1)-matching based on a maximum weighted k-matching. The authors firstly provides further theoretical study on the structure of the weighted 3D-matching augmentation problem and present some special properties of the problem. For the weighted 3D-matching augmentation problem and for a given maximum weighted k-matching of the instance, there must exist two columns in this maximum weighted k-matching such that at least 2k/3 elements Of those two columns are contained in the corresponding columns in maximum weighted (k+1 )-matching. On the basis of those special properties and by using color-coding and dynamic programming techniques, an improved parameterized algorithm with time complexity O*(4.823k) is given. The above improved algorithm results in an improved parameterized algorithm for the weighted 3D-matching problem, which significantly improves the previous best result O*(5.473k).

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