On the application of complex network analysis for metaheuristics

التفاصيل البيبلوغرافية
العنوان: On the application of complex network analysis for metaheuristics
المؤلفون: Šenkeřík, Roman, Pluháček, Michal, Viktorin, Adam, Janoštík, Jakub
المصدر: Proceedings of the 7th International Conference on Bioinspired Optimization Methods and their Applications, BIOMA 2016
بيانات النشر: Jozef Stefan Institute
سنة النشر: 2016
المجموعة: Tomas Bata University Zlin: TBU publications / Univerzita Tomáše Bati ve Zlíně
مصطلحات موضوعية: complex networks, differential evolution, particle swarm optimization, population dynamics
الوصف: This contribution deals with the hybridisation of complex network frameworks and metaheuristic algorithms. The population is visualised as an evolving complex network that exhibits non-trivial features. It briefly investigates the time and structure development of a complex network within a run of selected metaheuristic algorithms – i.e., PSO and Differential Evolution (DE). Two different approaches for the construction of complex networks are presented herein. It also briefly discusses the possible utilisation of complex network attributes. These attributes include an adjacency graph that depicts interconnectivity, while centralities provide an overview of convergence and stagnation, and clustering encapsulates the diversity of the population, whereas other attributes show the efficiency of the network. The experiments were performed for one selected DE/PSO strategy and one simple test function. © Proceedings of the 7th International Conference on Bioinspired Optimization Methods and their Applications, BIOMA 2016. All rights reserved.
نوع الوثيقة: conference object
اللغة: English
العلاقة: https://www.semanticscholar.org/paper/ON-THE-APPLICATION-OF-COMPLEX-NETWORK-ANALYSIS-FOR-Senkerik-Pluhacek/ce58d963d1c19b798a7086258afcf806682a089cTest; Proceedings of the 7th International Conference on Bioinspired Optimization Methods and their Applications, BIOMA 2016; http://publikace.k.utb.cz/handle/10563/1009613Test
الإتاحة: http://publikace.k.utb.cz/handle/10563/1009613Test
رقم الانضمام: edsbas.CAB7D706
قاعدة البيانات: BASE