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Load balanced clustering coefficients
Proceedings of the first workshop on Parallel programming for analytics applications, 2014Clustering coefficients is a building block in network sciences that offers insights on how tightly bound vertices are in a network. Effective and scalable parallelization of clustering coefficients requires load balancing amongst the cores. This property is not easy to achieve since many real world networks are scale free, which leads to some vertices
Oded Green +2 more
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GCN with Clustering Coefficients and Attention Module
2020 19th IEEE International Conference on Machine Learning and Applications (ICMLA), 2020Graph convolutional networks (GCN) exploit graph connectivity through their adjacency matrix. However, the assignment of equal importance to every one-hop neighbor and incognizance of intra-neighbor connectivity restricts its performance. Graph attention networks (GAT) address the problem of treating all neighbors equally by employing a self-attention ...
Rakesh Kumar Yadav +3 more
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Community identification based on clustering coefficient
2011 6th International ICST Conference on Communications and Networking in China (CHINACOM), 2011Researches show that numerous complex networks have clustering effect. It is an indispensable step to identify node clusters in network, namely community, in which nodes are closely related, in many applications such as identification of ringleaders in anti-criminal and anti-terrorist network, efficient storage of data in Wireless Sensor Network (WSN).
Jinbo Bai, Hongbo Li, Yan Chu 0001
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Bias correction in clustering coefficient estimation
2017 IEEE International Conference on Big Data (Big Data), 2017Clustering coefficient (C) is an important structural property to understand the complex structure of a graph. Calculating C is a computationally intensive task. Thereby, sampling-based methods have attracted substantial research for estimating C, and the closely related metric, the number of triangles.
Roohollah Etemadi, Jianguo Lu
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Similar Coefficient of Cluster for Discrete Elements
Sankhya B, 2018zbMATH Open Web Interface contents unavailable due to conflicting licenses.
VoVan, Tai, Nguyen Trang, Thao
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A Self-learning Clustering Algorithm Based on Clustering Coefficient
2014This paper presents a novel clustering algorithm based on clustering coefficient. It includes two steps: First, k-nearest-neighbor method and correlation convergence are employed for a preliminary clustering. Then, the results are further split and merged according to intra-class and inter-class concentration degree based on clustering coefficient. The
Mingjie Zhong +3 more
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Clustering Coefficients in Protein Interaction Hypernetworks
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics, 2013Modeling protein interaction data with graphs (networks) is insufficient for some common types of experimentally generated interaction data. For example, in affinity purification experiments, one protein is pulled out of the cell along with other proteins that are bound to it.
Suzanne Renick Gallagher +1 more
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Proceeding of the 11th World Congress on Intelligent Control and Automation, 2014
Community detection in complex networks can explore the information hidden in the exterior data relationships, understand the internal structure and function of complex system, and improve the efficiency of the system. So community detection has a high practical value.
null Rui Zhang +4 more
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Community detection in complex networks can explore the information hidden in the exterior data relationships, understand the internal structure and function of complex system, and improve the efficiency of the system. So community detection has a high practical value.
null Rui Zhang +4 more
openaire +1 more source

