کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1895529 1534037 2014 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Composite centrality: A natural scale for complex evolving networks
ترجمه فارسی عنوان
مرکزی مرکب: یک مقیاس طبیعی برای شبکه های پیچیده تکامل یافته
کلمات کلیدی
شبکه مستقیم وزن شبکه تکامل یافته، سیستم پیچیده مقیاس یکپارچه، وب جهان تجارت، وب سایت جهانی مهاجرت
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات ریاضیات کاربردی
چکیده انگلیسی


• A procedure for statistical measure standardisation is proposed.
• A novel framework of composite measures for complex evolving networks is proposed.
• Demonstration of its working by investigating real data from the WTW and the WMW.
• The composite measure is shown to follow a parameter-free std. normal distribution.
• Simulations demonstrate applicability of the concept to large and general data sets.

We derive a composite centrality measure for general weighted and directed complex networks, based on measure standardisation and invariant statistical inheritance schemes. Different schemes generate different intermediate abstract measures providing additional information, while the composite centrality measure tends to the standard normal distribution. This offers a unified scale to measure node and edge centralities for complex evolving networks under a uniform framework. Considering two real-world cases of the world trade web and the world migration web, both during a time span of 40 years, we propose a standard set-up to demonstrate its remarkable normative power and accuracy. We illustrate the applicability of the proposed framework for large and arbitrary complex systems, as well as its limitations, through extensive numerical simulations.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Physica D: Nonlinear Phenomena - Volume 267, 15 January 2014, Pages 58–67
نویسندگان
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