On Restricted Disjunctive Temporal Problems: Faster Algorithms and Tractability Frontier

Time Pub Date : 2018-05-06 DOI:10.4230/LIPIcs.TIME.2018.10
Carlo Comin, Romeo Rizzi
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引用次数: 2

Abstract

In 2005 Kumar studied the Restricted Disjunctive Temporal Problem (RDTP), a restricted but very expressive class of disjunctive temporal problems (DTPs). It was shown that that RDTPs are solvable in deterministic strongly-polynomial time by reducing them to the Connected Row-Convex (CRC) constraints problem; plus, Kumar devised a randomized algorithm whose expected running time is less than that of the deterministic one. Instead, the most general form of DTPs allows for multi-variable disjunctions of many interval constraints and it is NP-complete. This work offers a deeper comprehension on the tractability of RDTPs, leading to an elementary deterministic strongly-polynomial time algorithm for them, significantly improving the asymptotic running times of both the deterministic and randomized algorithms of Kumar. The result is obtained by reducing RDTPs to the Single-Source Shortest-Paths (SSSP) and the 2-SAT problem (jointly), instead of reducing to CRCs. In passing, we obtain a faster (quadratic-time) algorithm for RDTPs having only Type-1 and Type-2 constraints (and no Type-3 constraint). As a second main contribution, we study the tractability frontier of solving RDTPs by considering Hyper Temporal Networks (\HTNs), a strict generalization of \STNs grounded on hypergraphs: on one side, we prove that solving temporal problems having only Type-2 constraints and either only multi-tail or only multi-head hyperarc constraints lies in both NP and co-NP and it admits deterministic pseudo-polynomial time algorithms; on the other side, solving problems with Type-3 constraints and either only multi-tail or only multi-head hyperarc constraints turns strongly NP-complete.
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关于限制性虚拟时态问题:快速算法和可牵引性前沿
2005年,Kumar研究了限制性析取时间问题(Restricted Disjunctive Temporal Problem, RDTP),这是一类限制性但表达能力很强的析取时间问题。通过将rtp问题简化为连通行凸(CRC)约束问题,证明了rtp问题在确定性强多项式时间内可解;此外,库马尔还设计了一种随机算法,其预期运行时间比确定性算法短。相反,dtp的最一般形式允许许多区间约束的多变量析取,并且它是np完全的。这项工作提供了对rdtp可跟踪性的更深入的理解,导致了它们的初等确定性强多项式时间算法,显着改善了Kumar的确定性和随机算法的渐近运行时间。通过将rdtp简化为单源最短路径(SSSP)和2-SAT问题(联合),而不是简化为crc,可以获得结果。顺便说一下,我们获得了一个更快的(二次时间)算法,用于只有Type-1和Type-2约束(没有Type-3约束)的rdtp。作为第二个主要贡献,我们通过考虑基于超图的超时间网络(\ STNs)的严格推广,研究了求解rdtp的可跟踪性前沿:一方面,我们证明了解决只有2型约束和只有多尾或多头超弧约束的时间问题既存在NP又存在co-NP,并且它允许确定性伪多项式时间算法;另一方面,解决3类约束和仅多尾或仅多头超弧约束的问题是强np完全的。
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