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Self-organized transport in noisy dynamic networks

Physical Review E 2024年第4期110卷 044310页

作者： Frederic Folz Kurt Mehlhorn Giovanna Morigi Theoretische Physik Algorithms and Complexity Group

We present a numerical study of multicommodity transport in a noisy, nonlinear network. The nonlinearity determines the dynamics of the edge capacities, which can be amplified or suppressed depending on the local current flowing across an edge. We consider network self-organization for three different nonlinear functions: For all three we identify parameter regimes where noise leads to self-organization into more robust topologies, that are not found by the sole noiseless dynamics. Moreover, the interplay between noise and specific functional behavior of the nonlinearity gives rise to different features, such as (i) continuous or discontinuous responses to the demand strength and (ii) either single or multistable solutions. Our study shows the crucial role of the activation function on noise-assisted phenomena.

关键词： Dynamics of networks Biological networks Stochastic dynamical systems Stochastic networks

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GdMetriX - A NetworkX Extension For Graph Drawing Metrics 32

GdMetriX - A NetworkX Extension For Graph Drawing Metrics

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32nd International Symposium on Graph Drawing and Network Visualization, GD 2024

作者： Nöllenburg, Martin Röder, Sebastian Wallinger, Markus Algorithms and Complexity Group TU Wien Austria TU Wien Austria Chair for Efficient Algorithms Technical University of Munich Germany

ISBN: (纸本)9783959773430

networkX is a well-established Python library for network analysis. With gdMetriX, we aim to extend the functionality of networkX and provide common quality metrics used in the field of graph drawing, such as the number of crossings or the angular resolution. In addition, the package provides easy-to-use access to the graph datasets provided by the 'Graph Layout Benchmark Datasets' project from the Northeastern University Visualization Lab. © Martin Nöllenburg, Sebastian Röder, and Markus Wallinger.

关键词： Data visualization

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CSP Beyond Tractable Constraint Languages 28

CSP Beyond Tractable Constraint Languages

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28th International Conference on Principles and Practice of Constraint Programming, CP 2022

作者： Dreier, Jan Ordyniak, Sebastian Szeider, Stefan Algorithms and Complexity Group TU Wien Austria Algorithms and Complexity Group University of Leeds United Kingdom

ISBN: (纸本)9783959772402

The constraint satisfaction problem (CSP) is among the most studied computational problems. While NP-hard, many tractable subproblems have been identified (Bulatov 2017, Zuk 2017). Backdoors, introduced by Williams, Gomes, and Selman (2003), gradually extend such a tractable class to all CSP instances of bounded distance to the class. Backdoor size provides a natural but rather crude distance measure between a CSP instance and a tractable class. Backdoor depth, introduced by Mählmann, Siebertz, and Vigny (2021) for SAT, is a more refined distance measure, which admits the parallel utilization of different backdoor variables. Bounded backdoor size implies bounded backdoor depth, but there are instances of constant backdoor depth and arbitrarily large backdoor size. Dreier, Ordyniak, and Szeider (2022) provided fixed-parameter algorithms for finding backdoors of small depth into the classes of Horn and Krom formulas. In this paper, we consider backdoor depth for CSP. We consider backdoors w.r.t. tractable subproblems CΓ of the CSP defined by a constraint language Γ, i.e., where all the constraints use relations from the language Γ. Building upon Dreier et al.’s game-theoretic approach and their notion of separator obstructions, we show that for any finite, tractable, semi-conservative constraint language Γ, the CSP is fixed-parameter tractable parameterized by the backdoor depth into CΓ plus the domain size. With backdoors of low depth, we reach classes of instances that require backdoors of arbitrary large size. Hence, our results strictly generalize several known results for CSP that are based on backdoor size. © Jan Dreier, Sebastian Ordyniak, and Stefan Szeider.

关键词： Constraint satisfaction problems

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SAT Backdoors: Depth Beats Size 30

SAT Backdoors: Depth Beats Size

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30th Annual European Symposium on algorithms, ESA 2022

作者： Dreier, Jan Ordyniak, Sebastian Szeider, Stefan Algorithms and Complexity Group TU Wien Austria Algorithms and Complexity Group University of Leeds United Kingdom

ISBN: (纸本)9783959772471

For several decades, much effort has been put into identifying classes of CNF formulas whose satisfiability can be decided in polynomial time. Classic results are the linear-time tractability of Horn formulas (Aspvall, Plass, and Tarjan, 1979) and Krom (i.e., 2CNF) formulas (Dowling and Gallier, 1984). Backdoors, introduced by Williams, Gomes and Selman (2003), gradually extend such a tractable class to all formulas of bounded distance to the class. Backdoor size provides a natural but rather crude distance measure between a formula and a tractable class. Backdoor depth, introduced by Mählmann, Siebertz, and Vigny (2021), is a more refined distance measure, which admits the utilization of different backdoor variables in parallel. Bounded backdoor size implies bounded backdoor depth, but there are formulas of constant backdoor depth and arbitrarily large backdoor size. We propose FPT approximation algorithms to compute backdoor depth into the classes Horn and Krom. This leads to a linear-time algorithm for deciding the satisfiability of formulas of bounded backdoor depth into these classes. We base our FPT approximation algorithm on a sophisticated notion of obstructions, extending Mählmann et al.'s obstruction trees in various ways, including the addition of separator obstructions. We develop the algorithm through a new game-theoretic framework that simplifies the reasoning about backdoors. Finally, we show that bounded backdoor depth captures tractable classes of CNF formulas not captured by any known method. © 2022 Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing. All rights reserved.

关键词： Approximation algorithms

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A Tight Subexponential-Time Algorithm for Two-Page Book Embedding 51

A Tight Subexponential-Time Algorithm for Two-Page Book Embe...

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51st International Colloquium on Automata, Languages, and Programming, ICALP 2024

作者： Ganian, Robert Müller, Haiko Ordyniak, Sebastian Paesani, Giacomo Rychlicki, Mateusz Algorithms and Complexity Group TU Wien Austria School of Computing University of Leeds United Kingdom

ISBN: (纸本)9783959773225

A book embedding of a graph is a drawing that maps vertices onto a line and edges to simple pairwise non-crossing curves drawn into "pages", which are half-planes bounded by that line. Two-page book embeddings, i.e., book embeddings into 2 pages, are of special importance as they are both NP-hard to compute and have specific applications. We obtain a 2O(√n) algorithm for computing a book embedding of an n-vertex graph on two pages – a result which is asymptotically tight under the Exponential Time Hypothesis. As a key tool in our approach, we obtain a single-exponential fixed-parameter algorithm for the same problem when parameterized by the treewidth of the input graph. We conclude by establishing the fixed-parameter tractability of computing minimum-page book embeddings when parameterized by the feedback edge number, settling an open question arising from previous work on the problem. © Robert Ganian, Haiko Müller, Sebastian Ordyniak, Giacomo Paesani, and Mateusz Rychlicki.

关键词： Parameter estimation

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Boundary Labeling in a Circular Orbit 32

Boundary Labeling in a Circular Orbit

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32nd International Symposium on Graph Drawing and Network Visualization, GD 2024

作者： Bonerath, Annika Nöllenburg, Martin Terziadis, Soeren Wallinger, Markus Wulms, Jules University of Bonn Germany Algorithms and Complexity Group TU Wien Austria TU Eindhoven Netherlands Chair for Efficient Algorithms TU Munich Germany

ISBN: (纸本)9783959773430

Boundary labeling is a well-known method for displaying short textual labels for a set of point features in a figure alongside the boundary of that figure. Labels and their corresponding points are connected via crossing-free leaders. We propose orbital boundary labeling as a new variant of the problem, in which (i) the figure is enclosed by a circular contour and (ii) the labels are placed as disjoint circular arcs in an annulus-shaped orbit around the contour. The algorithmic objective is to compute an orbital boundary labeling with the minimum total leader length. We identify several parameters that define the corresponding problem space: two leader types (straight or orbital-radial), label size and order, presence of candidate label positions, and constraints on where a leader attaches to its label. Our results provide polynomial-time algorithms for many variants and NP-hardness for others, using a variety of geometric and combinatorial insights. © Annika Bonerath, Martin Nöllenburg, Soeren Terziadis, Markus Wallinger, and Jules Wulms.

关键词： Polynomial approximation

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Transitions in Dynamic Point Labeling 12

Transitions in Dynamic Point Labeling

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12th International Conference on Geographic Information Science, GIScience 2023

作者： Depian, Thomas Li, Guangping Nöllenburg, Martin Wulms, Jules Algorithms and Complexity Group TU Wien Austria Algorithm Engineering Group TU Dortmund Germany

ISBN: (纸本)9783959772884

The labeling of point features on a map is a well-studied topic. In a static setting, the goal is to find a non-overlapping label placement for (a subset of) point features. In a dynamic setting, the set of point features and their corresponding labels change, and the labeling has to adapt to such changes. To aid the user in tracking these changes, we can use morphs, here called transitions, to indicate how a labeling changes. Such transitions have not gained much attention yet, and we investigate different types of transitions for labelings of points, most notably consecutive transitions and simultaneous transitions. We give (tight) bounds on the number of overlaps that can occur during these transitions. When each label has a (non-negative) weight associated to it, and each overlap imposes a penalty proportional to the weight of the overlapping labels, we show that it is NP-complete to decide whether the penalty during a simultaneous transition has weight at most k. Finally, in a case study, we consider geotagged Twitter data on a map, by labeling points with rectangular labels showing tweets. We developed a prototype implementation to evaluate different transition styles in practice, measuring both number of overlaps and transition duration. © Thomas Depian, Guangping Li, Martin Nöllenburg, and Jules Wulms.

关键词： Information retrieval

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Twin-Width Meets Feedback Edges and Vertex Integrity 19

Twin-Width Meets Feedback Edges and Vertex Integrity

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19th International Symposium on Parameterized and Exact Computation, IPEC 2024

作者： Balabán, Jakub Ganian, Robert Rocton, Mathis Faculty of Informatics Masaryk University Brno Czech Republic Algorithms and Complexity Group TU Wien Vienna Austria

ISBN: (纸本)9783959773539

The approximate computation of twin-width has attracted significant attention already since the moment the parameter was introduced. A recently proposed approach (STACS 2024) towards obtaining a better understanding of this question is to consider the approximability of twin-width via fixed-parameter algorithms whose running time depends not on twin-width itself, but rather on parameters which impose stronger restrictions on the input graph. The first step that article made in this direction is to establish the fixed-parameter approximability of twin-width (with an additive error of 1) when the runtime parameter is the feedback edge number. Here, we make several new steps in this research direction and obtain: An asymptotically tight bound between twin-width and the feedback edge number;A significantly improved fixed-parameter approximation algorithm for twin-width under the same runtime parameter (i.e., the feedback edge number) which circumvents many of the technicalities of the original result and simultaneously avoids its formerly non-elementary runtime dependency;An entirely new fixed-parameter approximation algorithm for twin-width when the runtime parameter is the vertex integrity of the graph. © Jakub Balabán, Robert Ganian, and Mathis Rocton.

关键词： Approximation algorithms

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Slim Tree-Cut Width 17

Slim Tree-Cut Width

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17th International Symposium on Parameterized and Exact Computation, IPEC 2022

作者： Ganian, Robert Korchemna, Viktoriia Algorithms and Complexity Group TU Wien Austria

ISBN: (纸本)9783959772600

Tree-cut width is a parameter that has been introduced as an attempt to obtain an analogue of treewidth for edge cuts. Unfortunately, in spite of its desirable structural properties, it turned out that tree-cut width falls short as an edge-cut based alternative to treewidth in algorithmic aspects. This has led to the very recent introduction of a simple edge-based parameter called edge-cut width [WG 2022], which has precisely the algorithmic applications one would expect from an analogue of treewidth for edge cuts, but does not have the desired structural properties. In this paper, we study a variant of tree-cut width obtained by changing the threshold for so-called thin nodes in tree-cut decompositions from 2 to 1. We show that this "slim tree-cut width" satisfies all the requirements of an edge-cut based analogue of treewidth, both structural and algorithmic, while being less restrictive than edge-cut width. Our results also include an alternative characterization of slim tree-cut width via an easy-to-use spanning-tree decomposition akin to the one used for edge-cut width, a characterization of slim tree-cut width in terms of forbidden immersions as well as an approximation algorithm for computing the parameter. © Robert Ganian and Viktoriia Korchemna.

关键词： Structural properties

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A Mathematical Runtime Analysis of the Non-dominated Sorting Genetic Algorithm III (NSGA-III)

A Mathematical Runtime Analysis of the Non-dominated Sorting...

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2024 Genetic and Evolutionary Computation Conference Companion, GECCO 2024 Companion

作者： Wietheger, Simon Doerr, Benjamin Algorithms and Complexity Group TU Wien Vienna Austria École Polytechnique CNRS Institut Polytechnique de Paris Palaiseau France

ISBN: (纸本)9798400704956

The Non-dominated Sorting Genetic Algorithm II (NSGA-II) is the most prominent multi-objective evolutionary algorithm for real-world applications. While it performs evidently well on bi-objective optimization problems, empirical studies suggest that it is less effective when applied to problems with more than two objectives. A recent mathematical runtime analysis confirmed this observation by proving that the NGSA-II for an exponential number of iterations misses a constant factor of the Pareto front of the simple m-objective OneMinMax problem when m ≥ *** this work, we provide the first mathematical runtime analysis of the NSGA-III, a refinement of the NSGA-II aimed at better handling more than two objectives. We prove that the NSGA-III with sufficiently many reference points - a small constant factor more than the size of the Pareto front, as suggested for this algorithm - computes the complete Pareto front of the 3-objective OneMinMax benchmark in an expected number of O(n log n) iterations. This result holds for all population sizes (that are at least the size of the Pareto front). It shows a drastic advantage of the NSGA-III over the NSGA-II on this *** paper for the Hot-off-the-Press track at GECCO 2024 summarizes the work Simon Wietheger and Benjamin Doerr. A mathematical runtime analysis of the Non-dominated Sorting Genetic Algorithm III (NSGA-III). In International Joint Conference on Artificial Intelligence, IJCAI 2023. 5657 - 5665, 2023. [15]. © 2024 Copyright held by the owner/author(s).

关键词： Genetic algorithms

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