Search Results - "Reichardt, Jörg"
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Statistical mechanics of community detection
Published in Physical review. E, Statistical, nonlinear, and soft matter physics (01-07-2006)“…Starting from a general ansatz, we show how community detection can be interpreted as finding the ground state of an infinite range spin glass. Our approach…”
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Protein interaction networks--more than mere modules
Published in PLoS computational biology (01-01-2010)“…It is widely believed that the modular organization of cellular function is reflected in a modular structure of molecular networks. A common view is that a…”
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The interplay between microscopic and mesoscopic structures in complex networks
Published in PloS one (01-08-2011)“…Understanding a complex network's structure holds the key to understanding its function. The physics community has contributed a multitude of methods and…”
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Detecting fuzzy community structures in complex networks with a potts model
Published in Physical review letters (19-11-2004)“…A fast community detection algorithm based on a q-state Potts model is presented. Communities (groups of densely interconnected nodes that are only loosely…”
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(Un)detectable cluster structure in sparse networks
Published in Physical review letters (15-08-2008)“…Can a cluster structure in a sparse relational data set, i.e., a network, be detected at all by unsupervised clustering techniques? We answer this question by…”
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When are networks truly modular?
Published in Physica. D (01-12-2006)“…The study of cluster or community structure of complex networks contributes to the understanding of networks at a functional level. In many networks, latent…”
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Motifs in triadic random graphs based on Steiner triple systems
Published in Physical review. E, Statistical, nonlinear, and soft matter physics (01-08-2013)“…Conventionally, pairwise relationships between nodes are considered to be the fundamental building blocks of complex networks. However, over the last decade,…”
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Partitioning and modularity of graphs with arbitrary degree distribution
Published in Physical review. E, Statistical, nonlinear, and soft matter physics (01-07-2007)“…We solve the graph bipartitioning problem in dense graphs with arbitrary degree distribution using the replica method. We find the cut size to scale…”
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Protein Interaction Networks--More Than Mere Modules: e1000659
Published in PLoS computational biology (01-01-2010)“…It is widely believed that the modular organization of cellular function is reflected in a modular structure of molecular networks. A common view is that a…”
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10
When are networks truly modular?: Dynamics on complex networks and applications
Published in Physica. D (2006)Get full text
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Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey
Published 10-05-2022“…The availability of representative datasets is an essential prerequisite for many successful artificial intelligence and machine learning models. However, in…”
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Comparative Study for Inference of Hidden Classes in Stochastic Block Models
Published 13-07-2012“…J. Stat. Mech. (2012) P12021 Inference of hidden classes in stochastic block model is a classical problem with important applications. Most commonly used…”
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