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JCR 2016
جستجوی مقالات
شنبه 6 دی 1404
International Journal of Information and Communication Technology Research (IJICT
، جلد ۱۱، شماره ۴، صفحات ۸-۲۰
عنوان فارسی
چکیده فارسی مقاله
کلیدواژههای فارسی مقاله
عنوان انگلیسی
Development and Improvement of Network Reduction Algorithms for Multilayer Networks
چکیده انگلیسی مقاله
Given the complexity of today's networks, performing data analysis requires reducing the network's size into smaller manageable useful sizes. To the best of our knowledge, in the domain of multilayer networks, reducing the size of such networks while simultaneously preserving the features and the nature of the network has not been done before. This paper, for the first time, combines three separate single-layer network simplification methods to make a new method for reducing the size of multilayer networks in a way that preserves the fundamental features of the network. The three simplification algorithms are Path Simplification, Degree-based Node Selection, and Hair Reduction algorithms. A hybrid approach is used for combining these algorithms with modifications to support multilayer features. To reduce the multilayer network, these algorithms are applied to the network sequentially. Our proposed method is tested on four real-world datasets. Results of the comparison among the reduced and the original networks, show that the reduced networks maintain the main features while their analysis complexity is less than the original ones.
کلیدواژههای انگلیسی مقاله
Network Systems, Shortest Directions, Network Reduction, Layered Networks, Social Networks.
نویسندگان مقاله
| Moheb Moheb
Department of Network Science and Technology Faculty of New Sciences and Technologies University of Tehran
| Sayyed Hamid Reza Ahmadi
Department of Network Science and Technology Faculty of New Sciences and Technologies University of Tehran
| Morteza Ebrahimi
Department of Network Science and Technology Faculty of New Sciences and Technologies University of Tehran
نشانی اینترنتی
http://ijict.itrc.ac.ir/browse.php?a_code=A-10-4344-2&slc_lang=other&sid=1
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