1403/02/06
پرهام مرادی دولت آبادی

پرهام مرادی دولت آبادی

مرتبه علمی: دانشیار
ارکید:
تحصیلات: دکترای تخصصی
اسکاپوس: 654
دانشکده: دانشکده مهندسی
نشانی: دانشگاه کردستان، دانشکده مهندسی، گروه مهندسی کامپیوتر
تلفن:

مشخصات پژوهش

عنوان
A Multi-objective Genetic Algorithm for Community Detection in Weighted Networks
نوع پژوهش
Presentation
کلیدواژه‌ها
complex networks; community detection; multi-objective optimization; weighted networks
سال
2016
پژوهشگران Zahra Ghaffaripour ، Alireza Abdollahpouri ، Parham Moradi

چکیده

Problem of community detection has attracted many research efforts in recent years. Most of the algorithms developed for this purpose, take advantage of single-objective optimization methods which may be ineffective for complex networks. In addition, most of the networks in the real world are weighted, and therefore, this fact must be of special interest in order to achieve more precise communities in partitioning strategies. Accordingly, in this paper, a community detection method for weighted networks is proposed using multi-objective optimization based on genetic algorithm. Performance evaluation based on experiments on real datasets, shows that considering weights of the edges, leads to higher modularity factor.