A Comparison Study of Different Community Detection Approaches and Its Potential Applications for Online Networks
Journal Title: International Journal of engineering Research and Applications - Year 2017, Vol 7, Issue 10
Abstract
The incredible rising of online networks show that these networks are complex and involving massive data. Giving a very strong interest to set of techniques developed for mining these networks. One of the fundamental applications for it is the community detection. It helps to understand and model the network structure which has been a fundamental problem in several fields. Community detection is one of the fundamental applications that provide a solution discipline where systems are often represented as graphs. Community detection is of great importance in sociology, biology and computer science. This problem is very hard and not yet satisfactorily solved, despite the huge effort of a large interdisciplinary community of scientists working on it over the past few years. It helps to understand and model the network structure, can be useful in various applications such as rating prediction, link and Top-N recommendation, trend analysis and also be the main provider engine for recommender systems. Several community detection approaches have been proposed and applied to many domains in the literature. This paper presents a comparison study of two different existing community detection approaches and also discusses some of its vital applications for online networks.
Authors and Affiliations
Mohamed Farrag, Laila El Fangary, Mona Nasr, Chaimaa Salama
Experimental Studies on Strength and Durability Properties of Concrete with Partial Replacement of Bethamcherla Stone Aggregate
Concrete is an extraordinary and key structural material in the human history. Increase in construction activities has lead to an increase in demand for various raw materials in concrete. This lead to researchers to make...
Surface Topology Evaluation of P20 Steel by Multipass Cutting Strategy in Wire EDM
Wire EDM process eliminates the work materials by a series of electrical sparks between the workpiece and wire electrode. These sparks creates craters and burs on the machined surface. Machined surface with poor integrit...
Augmentation of process handling by VLSI and Pipeline to make computer processing more efficient
Enhancement in existing VLSI technology is very challenging because available chip in market is very efficient, portable, powerful, easy to manufacture. Instead of this there is some possibility to enhance VLSI. By using...
Student Performance Prediction in Higher Education Using Lion – Wolf Optimization Algorithm
Students are the future of the country and their education qualification becomes highly important for the growth of the country. Predicting the performance of a students with the help of prediction models, is the one of...
Study on Treatment of Leachate from Landfill
A study was the investigated based on the leachate treatment which one of the apply to the coagulationflocculation and Fenton process in the sequences of our process. Two types of the coagulant used: (i) aluminum sulphat...