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Titlebook: Algorithms and Models for the Web Graph; 11th International W Anthony Bonato,Fan Chung Graham,Paweł Prałat Conference proceedings 2014 Spri

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Burning a Graph as a Model of Social Contagion,earching paradigms such as Firefighter. The burning number measures the speed of the spread of contagion in a graph; the lower the burning number, the faster the contagion spreads. We provide a number of properties of the burning number, including characterizations and bounds. The burning number is
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Efficient Computation of the Weighted Clustering Coefficient,as been widely adopted for assessing the quality of nodes in a social network. The computation of the clustering coefficient is challenging since it requires to count the number of triangles in the graph. Several recent works proposed efficient sampling, streaming and MapReduce algorithms that allow
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Efficient Primal-Dual Graph Algorithms for MapReduce, subgraph problem. We present a primal-dual algorithm that provides a . approximation and takes .. iterations, each iteration having a shuffle size of . and a reducer size of .. Here . is the number of edges, . is the number of vertices, and . is the maximum degree of a node. This dominates the prev
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Relational Topic Factorization for Link Prediction in Document Networks,s are text documents. We propose the relational topic factorization model (RTF), a model that combines topic models and matrix factorization. We also develop an efficient Monte Carlo EM algorithm for learning the parameters. Empirical results show that our model outperforms other state-of-the-art on
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Firefighting as a Game,each from real fires to the spreading of diseases and the containment of floods. Furthermore, it can be used to model the spread of computer viruses or viral marketing in communication networks..In this work, we study the problem from a game-theoretical perspective. Such a context seems very appropr
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