Bhowmick A K, Meneni K, Danisch M, et al. LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding [C] // Proceedings of the 13th International Conference on Web Search and Data Mining. 2020: 43-51.
The Louvain method, which is one of the most popular modularity optimization algorithms, was studied thoroughly and modified to make it faster, while preserving the quality of partitions at the same time.Shanbhag, Sunanda Vivek
and financial analysis, to name a few. The Louvain method, the main workhorse of community detection, is a popular heuristic method based on modularity. But it is difficult for the sequential Louvain method to deal with large-scale graphs. In order to overcome the drawback, researchers have p...
Given a graph instance detects clusters using the Louvain Method. Demo usage // Let's say you have an ngraph instance: var graph = createAGraph(); // To detect clusters: var detectClusters = require('ngraph.louvain'); var clusters = detectClusters(graph); // now you can iterate over ...
Run the Algorithm on your node and edge set by chaining the nodes and edges methods, optionally you can provide an intermediary community partition assignement with the partition_init method. [ Order of chaining is important ] let community = jLouvain() .nodes(node_data) .edges(edge_data) ...
Louvain method是一个非重叠社团发现的算法,该方法具有较快的执行效率。 对应的paper地址:http://arxiv.org/abs/0803.0476 Paper作者对算法的介绍网址: http://perso.uclouvain.be/vincent.blondel/research/louvain.html 算法代码下载地址(只有c++版本和matlab版本,没有java版本): https://sites.google.com/site/...
The Louvain method, the main workhorse of community detection, is a popular heuristic method. To apply it to large-scale graph networks, researchers have proposed several parallel Louvain methods (PLMs), which suffer from two challenges: the latency in the information synchronization, and the ...
researchers have proposed several parallel Louvain methods (Parallel Louvain Method, PLM), which suffer two challenges: (1) latency in the information synchronization and (2) communities swap. To tackle these two challenges, we propose a graph partition algorithm for the parallel Louvain method. Diff...
Next, the Louvain method for community detection was utilized to cluster the feature classes. OSM data from Indiana, USA, and the Azores, Portugal, were used for our experiments. Some transition patterns were discovered: (1) many feature classes with the most transitions are the same in both ...
Network of Cluster ID-3 (Louvain method) After the Shrinking Operation.doi:10.1371/JOURNAL.PONE.0146220.G005do Socorro da Silva AleksandraR. D. SilvanaLankalapalli Vijaykumar NandamudiA. Cláudiode Abreu Monteiro MaurílioC. W. A. C. Joo...