An Extreme Learning Machine-Based Community Detection Algorithm in Complex Networks

作者：Wang, Feifan; Zhang, Baihai; Chai, Senchun^*; Xia, Yuanqing

来源：Complexity, 2018, 2018: 8098325.

DOI：10.1155/2018/8098325

• REDUCTION
• FRAMEWORK

Community structure, one of the most popular properties in complex networks, has long been a cornerstone in the advance of various scientific branches. Over the past few years, a number of tools have been used in the development of community detection algorithms. In this paper, by means of fusing unsupervised extreme learning machines and the k-means clustering techniques, we propose a novel community detection method that surpasses traditional k-means approaches in terms of precision and stability while adding very few extra computational costs. Furthermore, results of extensive experiments undertaken on computer-generated networks and real-world datasets illustrate acceptable performances of the introduced algorithm in comparison with other typical community detection algorithms.

• 出版日期2018
• 单位北京理工大学