Parameterized algorithms for the Steiner arborescence problem on a hypercube

IF 0.4 4区 计算机科学 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Acta Informatica Pub Date : 2024-12-07 DOI:10.1007/s00236-024-00474-8
Sugyani Mahapatra, Manikandan Narayanan, N. S. Narayanaswamy
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Abstract

Motivated by a phylogeny reconstruction problem in evolutionary biology, we study the minimum Steiner arborescence problem on directed hypercubes (MSA-DH). Given m, representing the directed hypercube \(\vec {Q}_m\), and a set of terminals \(R\), the problem asks to find a Steiner arborescence that spans \(R\) with minimum cost. As \(m\) implicitly represents \(\vec {Q}_{m}\) comprising \(2^{m}\) vertices, the running time analyses of traditional Steiner tree algorithms on general graphs does not give a clear understanding of the actual complexity of this problem. We present algorithms that exploit the structure of the hypercube and run in FPT time. We explore the MSA-DH problem on three natural parameters—\(|R|\), and two above-guarantee parameters, number of Steiner nodes p and penalty q (defined as the extra cost above m incurred by the solution). For above-guarantee parameters, the parameterized MSA-DH problem take \(p \ge 0\) or \(q\ge 0\) as input, and outputs a Steiner arborescence with at most \(|R|+ p - 1\) or \(m+ q\) edges respectively. We present the following results (\(\tilde{{\mathcal {O}}}\) hides the polynomial factors):

  1. 1.

    An exact algorithm that runs in \(\tilde{{\mathcal {O}}}(3^{|R|})\) time.

  2. 2.

    A randomized algorithm that runs in \(\tilde{{\mathcal {O}}}(9^q)\) time with success probability \(\ge 4^{-q}\).

  3. 3.

    An exact algorithm that runs in \(\tilde{{\mathcal {O}}}(36^q)\) time.

  4. 4.

    A \((1+q)\)-approximation algorithm that runs in \(\tilde{{\mathcal {O}}}(1.25284^q)\) time.

  5. 5.

    An \({\mathcal {O}}\left( p\ell _{\textrm{max}}\right) \)-additive approximation algorithm that runs in \(\tilde{{\mathcal {O}}}(\ell _{\textrm{max}}^{p+2})\) time, where \(\ell _{\textrm{max}}\) is the maximum distance of any terminal from the root.

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超立方体上Steiner树形问题的参数化算法
受进化生物学中系统发育重建问题的启发,研究了有向超立方体上的最小Steiner树突问题(MSA-DH)。给定m(表示有向超立方体\(\vec {Q}_m\))和一组终端\(R\),问题要求以最小代价找到一个跨越\(R\)的斯坦纳树突。由于\(m\)隐式地表示包含\(2^{m}\)顶点的\(\vec {Q}_{m}\),传统的斯坦纳树算法在一般图上的运行时间分析并不能清楚地理解这个问题的实际复杂性。我们提出了利用超立方体结构并在FPT时间内运行的算法。我们探讨了MSA-DH问题的三个自然参数\(|R|\)和两个以上保证参数,即斯坦纳节点数p和惩罚q(定义为解决方案产生的高于m的额外成本)。对于上述保证参数,参数化的MSA-DH问题以\(p \ge 0\)或\(q\ge 0\)为输入,分别输出最多有\(|R|+ p - 1\)条边或\(m+ q\)条边的Steiner树形。我们给出了以下结果(\(\tilde{{\mathcal {O}}}\)隐藏了多项式因子):一个精确的算法,运行在\(\tilde{{\mathcal {O}}}(3^{|R|})\)时间。2. 一个随机算法,运行时间为\(\tilde{{\mathcal {O}}}(9^q)\),成功概率为\(\ge 4^{-q}\)。3. 一个精确的算法,运行在\(\tilde{{\mathcal {O}}}(36^q)\)时间。4. 一个\((1+q)\) -近似算法,运行在\(\tilde{{\mathcal {O}}}(1.25284^q)\)时间。5. 一个\({\mathcal {O}}\left( p\ell _{\textrm{max}}\right) \) -加性近似算法,运行时间为\(\tilde{{\mathcal {O}}}(\ell _{\textrm{max}}^{p+2})\),其中\(\ell _{\textrm{max}}\)是任何终端到根的最大距离。
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来源期刊
Acta Informatica
Acta Informatica 工程技术-计算机:信息系统
CiteScore
2.40
自引率
16.70%
发文量
24
审稿时长
>12 weeks
期刊介绍: Acta Informatica provides international dissemination of articles on formal methods for the design and analysis of programs, computing systems and information structures, as well as related fields of Theoretical Computer Science such as Automata Theory, Logic in Computer Science, and Algorithmics. Topics of interest include: • semantics of programming languages • models and modeling languages for concurrent, distributed, reactive and mobile systems • models and modeling languages for timed, hybrid and probabilistic systems • specification, program analysis and verification • model checking and theorem proving • modal, temporal, first- and higher-order logics, and their variants • constraint logic, SAT/SMT-solving techniques • theoretical aspects of databases, semi-structured data and finite model theory • theoretical aspects of artificial intelligence, knowledge representation, description logic • automata theory, formal languages, term and graph rewriting • game-based models, synthesis • type theory, typed calculi • algebraic, coalgebraic and categorical methods • formal aspects of performance, dependability and reliability analysis • foundations of information and network security • parallel, distributed and randomized algorithms • design and analysis of algorithms • foundations of network and communication protocols.
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