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- surveyApril 2020
A Critical Survey of the Multilevel Method in Complex Networks
- Alan Valejo,
- Vinícius Ferreira,
- Renato Fabbri,
- Maria Cristina Ferreira de Oliveira,
- Alneu de Andrade Lopes
ACM Computing Surveys (CSUR), Volume 53, Issue 2Article No.: 39, Pages 1–35https://doi.org/10.1145/3379347Multilevel optimization aims at reducing the cost of executing a target network-based algorithm by exploiting coarsened, i.e., reduced or simplified, versions of the network. There is a growing interest in multilevel algorithms in networked systems, ...
- research-articleDecember 2019
Statistical Abstraction for Multi-scale Spatio-temporal Systems
ACM Transactions on Modeling and Computer Simulation (TOMACS), Volume 29, Issue 4Article No.: 22, Pages 1–29https://doi.org/10.1145/3366023Modelling spatio-temporal systems exhibiting multi-scale behaviour is a powerful tool in many branches of science, yet it still presents significant challenges. Here, we consider a general two-layer (agent-environment) modelling framework, where ...
- technical-noteDecember 2019
Replicated Computations Results (RCR) Report for “Statistical Abstraction for Multi-scale Spatio-temporal Systems”
ACM Transactions on Modeling and Computer Simulation (TOMACS), Volume 29, Issue 4Article No.: 23, Pages 1–2https://doi.org/10.1145/3341094“Statistical abstraction for multi-scale spatio-temporal systems” proposes a methodology that supports analysis of large-scaled spatio-temporal systems. These are represented via a set of agents whose behaviour depends on a perceived field. The proposed ...
- research-articleJanuary 2019
Relaxation-Based Coarsening for Multilevel Hypergraph Partitioning
Multiscale Modeling and Simulation (MMS), Volume 17, Issue 12019, Pages 482–506https://doi.org/10.1137/17M1152735Multilevel partitioning methods that are inspired by principles of multiscaling are the most powerful practical hypergraph partitioning solvers. Hypergraph partitioning has many applications in disciplines ranging from scientific computing to data science. ...
- research-articleJanuary 2018
On the Ideal Interpolation Operator in Algebraic Multigrid Methods
SIAM Journal on Numerical Analysis (SINUM), Volume 56, Issue 32018, Pages 1693–1710https://doi.org/10.1137/17M1162779Various algebraic multigrid algorithms have been developed for solving problems in scientific and engineering computation over the past decades. They have been shown to be well-suited for solving discretized partial differential equations on unstructured ...
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- research-articleDecember 2016
High-resolution interaction with corotational coarsening models
ACM Transactions on Graphics (TOG), Volume 35, Issue 6Article No.: 211, Pages 1–11https://doi.org/10.1145/2980179.2982414This paper presents a numerical coarsening method for corotational elasticity, which enables interactive large deformation of high-resolution heterogeneous objects. Our method derives a coarse elastic model from a high-resolution discretization of ...
- research-articleAugust 2014
Fast influence-based coarsening for large networks
KDD '14: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data miningAugust 2014, Pages 1296–1305https://doi.org/10.1145/2623330.2623701Given a social network, can we quickly 'zoom-out' of the graph? Is there a smaller equivalent representation of the graph that preserves its propagation characteristics? Can we group nodes together based on their influence properties? These are ...
- research-articleJanuary 2013
On the Coarsening Rates for Attachment-Limited Kinetics
SIAM Journal on Mathematical Analysis (SIMA), Volume 45, Issue 12013, Pages 324–344https://doi.org/10.1137/120865197We study the coarsening rates for attachment-limited kinetics which is modeled by volume-preserving mean-curvature flow. Attachment-limited kinetics is observed during solidification processes, in which the system is divided into two domains of the two ...
- ArticleMay 2012
Multithreaded Clustering for Multi-level Hypergraph Partitioning
IPDPS '12: Proceedings of the 2012 IEEE 26th International Parallel and Distributed Processing SymposiumMay 2012, Pages 848–859https://doi.org/10.1109/IPDPS.2012.81Requirements for efficient parallelization of many complex and irregular applications can be cast as a hyper graph partitioning problem. The current-state-of-the art software libraries that provide tool support for the hyper graph partitioning problem ...
- research-articleJanuary 2012
Motion of Interfaces Governed by the Cahn--Hilliard Equation with Highly Disparate Diffusion Mobility
SIAM Journal on Applied Mathematics (SJAM), Volume 72, Issue 62012, Pages 1818–1841https://doi.org/10.1137/120862582We consider a two-phase system governed by a Cahn--Hilliard type equation with a highly disparate diffusion mobility. It has been observed from recent numerical simulations that the microstructure evolution described by such a system displays a coarsening ...
- articleSeptember 2011
Algorithms for Area Preserving Flows
SIAM Journal on Scientific Computing (SISC), Volume 33, Issue 52011, Pages 2382–2401https://doi.org/10.1137/100815542We propose efficient and accurate algorithms for computing certain area preserving geometric motions of curves in the plane, such as area preserving motion by curvature. These schemes are based on a new class of diffusion generated motion algorithms ...
- articleOctober 2010
Geometrically Consistent Mesh Modification
SIAM Journal on Numerical Analysis (SINUM), Volume 48, Issue 5September 2010, Pages 1877–1899https://doi.org/10.1137/100781833A new paradigm of adaptivity is to execute refinement, coarsening, and smoothing of meshes on manifolds with incomplete information about their geometry and yet preserve position and curvature accuracy. We refer to this collectively as geometrically ...
- articleNovember 2006
Dynamical Scaling in Smoluchowski’s Coagulation Equations: Uniform Convergence
SIAM Review (SIREV), Volume 48, Issue 4November 2006, Pages 745–768https://doi.org/10.1137/060662496Smoluchowski’s coagulation equation is a fundamental mean-field model of clustering dynamics. We consider the approach to self-similarity (or dynamical scaling) of the cluster size distribution for the “solvable” rate kernels $K(x,y)=2,x+y$, and $xy$. ...
- articleJuly 2006
Graph minimum linear arrangement by multilevel weighted edge contractions
Journal of Algorithms (JALG), Volume 60, Issue 1July 2006, Pages 24–41https://doi.org/10.1016/j.jalgor.2004.10.004The minimum linear arrangement problem is widely used and studied in many practical and theoretical applications. In this paper we present a linear-time algorithm for the problem inspired by the algebraic multigrid approach which is based on weighted ...
- research-articleJanuary 2006
Coarsening Rates for a Droplet Model: Rigorous Upper Bounds
SIAM Journal on Mathematical Analysis (SIMA), Volume 38, Issue 22006, Pages 503–529https://doi.org/10.1137/050630192Certain liquids on solid substrates form a configuration of droplets connected by a precursor layer. This configuration coarsens: The average droplet size grows while the number of droplets decreases and the characteristic distance between them increases. ...
- articleDecember 2004
Adaptive techniques for unstructured nested meshes
Applied Numerical Mathematics (APNM), Volume 51, Issue 4December 2004, Pages 565–579https://doi.org/10.1016/j.apnum.2004.06.010The purpose of this paper is twofold. First we introduce improved versions of our algorithms for refining and coarsening 2D and 3D nested triangular and tetrahedral grids, and secondly the application of these algorithms in the simulation of 2D and 3D ...
- articleOctober 2003
A hybrid graph-genetic method for domain decomposition
Finite Elements in Analysis and Design (FEAD), Volume 39, Issue 13October 2003, Pages 1237–1247https://doi.org/10.1016/S0168-874X(02)00192-0A new method is developed for finite element (FE) domain decomposition. This method employs a hybrid graph-genetic algorithm for graph partitioning and correspondingly bisects finite element (FE) meshes.A weighted incidence graph is first constructed ...