کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1895289 1533993 2016 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
On degree–degree correlations in multilayer networks
ترجمه فارسی عنوان
درباره همبستگی های درجه ـ درجه در شبکه های چندلایه
کلمات کلیدی
شبکه های چندلایه؛ همبستگی درجه و درجه؛ بازنمایی تانسوری
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات ریاضیات کاربردی
چکیده انگلیسی


• Generalizations of assortativity metrics for multilayer networks are provided.
• The metrics show that degree–degree correlations should be measured system-wide.
• The new tools are applied to study disease spreading on multilayer networks.

We propose a generalization of the concept of assortativity based on the tensorial representation of multilayer networks, covering the definitions given in terms of Pearson and Spearman coefficients. Our approach can also be applied to weighted networks and provides information about correlations considering pairs of layers. By analyzing the multilayer representation of the airport transportation network, we show that contrasting results are obtained when the layers are analyzed independently or as an interconnected system. Finally, we study the impact of the level of assortativity and heterogeneity between layers on the spreading of diseases. Our results highlight the need of studying degree–degree correlations on multilayer systems, instead of on aggregated networks.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Physica D: Nonlinear Phenomena - Volumes 323–324, 1 June 2016, Pages 5–11
نویسندگان
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