A linear ordering problem with weighted rank

IF 0.9 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Journal of Combinatorial Optimization Pub Date : 2024-02-26 DOI:10.1007/s10878-024-01109-x
Manuel V. C. Vieira
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Abstract

This paper introduces an integer linear program for a variant of the linear ordering problem. This considers, besides the pairwise preferences in the objective function as the linear ordering problem, positional preferences (weighted rank) in the objective. The objective function is mathematically supported, as the full integer linear program is motivated by the instant run-off voting method to aggregate individual preferences. The paper describes two meta-heuristics, iterated local search and Memetic algorithms to deal with large instances which are hard to solve to optimality. These results are compared with the objective value of the linear relaxation. The instances used are the ones available from the LOP library, and new real instances with preferences given by juries.

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加权秩的线性排序问题
本文介绍了线性排序问题变体的整数线性程序。它除了考虑线性排序问题目标函数中的成对偏好外,还考虑了目标中的位置偏好(加权等级)。目标函数在数学上是有支持的,因为完整的整数线性程序是由即时决胜投票法汇总个人偏好而产生的。论文介绍了两种元启发式方法,即迭代局部搜索和记忆算法,用于处理难以最优解的大型实例。这些结果与线性松弛的目标值进行了比较。使用的实例包括 LOP 库中的实例,以及由陪审团提供偏好的新真实实例。
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来源期刊
Journal of Combinatorial Optimization
Journal of Combinatorial Optimization 数学-计算机:跨学科应用
CiteScore
2.00
自引率
10.00%
发文量
83
审稿时长
6 months
期刊介绍: The objective of Journal of Combinatorial Optimization is to advance and promote the theory and applications of combinatorial optimization, which is an area of research at the intersection of applied mathematics, computer science, and operations research and which overlaps with many other areas such as computation complexity, computational biology, VLSI design, communication networks, and management science. It includes complexity analysis and algorithm design for combinatorial optimization problems, numerical experiments and problem discovery with applications in science and engineering. The Journal of Combinatorial Optimization publishes refereed papers dealing with all theoretical, computational and applied aspects of combinatorial optimization. It also publishes reviews of appropriate books and special issues of journals.
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