Scale free network analysis of a large crowd through their spatio-temporal activities

Many real world complex networks from different domains share a common property that their node connectivity shows a scale-free power law behavior. In such networks, highly connected nodes (Hubs) are widely believed to have special importance in network management. In this paper, we discuss an envir...

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Main Authors: Ahmad, Akhlaq, Wahiddin, Mohamed Ridza, ., Md. Abdur Rahman, Afyoni, Imad, Sadiq, Bilal, Ur Rehman, Faizan, Ghani, Sohaib
Format: Conference or Workshop Item
Language:English
English
Published: The Institute of Electrical and Electronics Engineers, Inc. 2016
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Online Access:http://irep.iium.edu.my/51274/1/51274.pdf
http://irep.iium.edu.my/51274/4/51274_Scale%20free%20network%20analysis%20of%20a%20large%20crowd%20through%20their_SCOPUS.pdf
http://irep.iium.edu.my/51274/
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Institution: Universiti Islam Antarabangsa Malaysia
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spelling my.iium.irep.512742017-10-10T06:30:06Z http://irep.iium.edu.my/51274/ Scale free network analysis of a large crowd through their spatio-temporal activities Ahmad, Akhlaq Wahiddin, Mohamed Ridza ., Md. Abdur Rahman Afyoni, Imad Sadiq, Bilal Ur Rehman, Faizan Ghani, Sohaib T58.5 Information technology Many real world complex networks from different domains share a common property that their node connectivity shows a scale-free power law behavior. In such networks, highly connected nodes (Hubs) are widely believed to have special importance in network management. In this paper, we discuss an environment whereby members of a very large crowd gathered to perform spatio-temporal activities, interact with different services and with one another to form a network of interest. The context of users is captured through smartphones and is processed by a cloud based framework to identify the aforementioned Hubs. We show that initial results exhibit Scale Free Network (SFN) behavior that can be further utilized for instant diffusion of important messages within the network through successive allocation of Hubs. We will focus on two basic network analysis metrics, in particular, degree of nodes and their weighted links. We will show that weighted links are closer to have a SFN behavior. We also plan to validate the effectiveness of our proposed SFN crowd behavior during next year Hajj, where millions of pilgrims will get together to perform religious rituals. The Institute of Electrical and Electronics Engineers, Inc. 2016 Conference or Workshop Item REM application/pdf en http://irep.iium.edu.my/51274/1/51274.pdf application/pdf en http://irep.iium.edu.my/51274/4/51274_Scale%20free%20network%20analysis%20of%20a%20large%20crowd%20through%20their_SCOPUS.pdf Ahmad, Akhlaq and Wahiddin, Mohamed Ridza and ., Md. Abdur Rahman and Afyoni, Imad and Sadiq, Bilal and Ur Rehman, Faizan and Ghani, Sohaib (2016) Scale free network analysis of a large crowd through their spatio-temporal activities. In: 2015 4th International Conference on Advanced Computer Science Applications and Technologies (ACSAT 2015), 8th-10th Dec. 2015, Kuala Lumpur. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7478730&filter%3DAND%28p_IS_Number%3A7478698%29%26pageNumber%3D2
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic T58.5 Information technology
spellingShingle T58.5 Information technology
Ahmad, Akhlaq
Wahiddin, Mohamed Ridza
., Md. Abdur Rahman
Afyoni, Imad
Sadiq, Bilal
Ur Rehman, Faizan
Ghani, Sohaib
Scale free network analysis of a large crowd through their spatio-temporal activities
description Many real world complex networks from different domains share a common property that their node connectivity shows a scale-free power law behavior. In such networks, highly connected nodes (Hubs) are widely believed to have special importance in network management. In this paper, we discuss an environment whereby members of a very large crowd gathered to perform spatio-temporal activities, interact with different services and with one another to form a network of interest. The context of users is captured through smartphones and is processed by a cloud based framework to identify the aforementioned Hubs. We show that initial results exhibit Scale Free Network (SFN) behavior that can be further utilized for instant diffusion of important messages within the network through successive allocation of Hubs. We will focus on two basic network analysis metrics, in particular, degree of nodes and their weighted links. We will show that weighted links are closer to have a SFN behavior. We also plan to validate the effectiveness of our proposed SFN crowd behavior during next year Hajj, where millions of pilgrims will get together to perform religious rituals.
format Conference or Workshop Item
author Ahmad, Akhlaq
Wahiddin, Mohamed Ridza
., Md. Abdur Rahman
Afyoni, Imad
Sadiq, Bilal
Ur Rehman, Faizan
Ghani, Sohaib
author_facet Ahmad, Akhlaq
Wahiddin, Mohamed Ridza
., Md. Abdur Rahman
Afyoni, Imad
Sadiq, Bilal
Ur Rehman, Faizan
Ghani, Sohaib
author_sort Ahmad, Akhlaq
title Scale free network analysis of a large crowd through their spatio-temporal activities
title_short Scale free network analysis of a large crowd through their spatio-temporal activities
title_full Scale free network analysis of a large crowd through their spatio-temporal activities
title_fullStr Scale free network analysis of a large crowd through their spatio-temporal activities
title_full_unstemmed Scale free network analysis of a large crowd through their spatio-temporal activities
title_sort scale free network analysis of a large crowd through their spatio-temporal activities
publisher The Institute of Electrical and Electronics Engineers, Inc.
publishDate 2016
url http://irep.iium.edu.my/51274/1/51274.pdf
http://irep.iium.edu.my/51274/4/51274_Scale%20free%20network%20analysis%20of%20a%20large%20crowd%20through%20their_SCOPUS.pdf
http://irep.iium.edu.my/51274/
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7478730&filter%3DAND%28p_IS_Number%3A7478698%29%26pageNumber%3D2
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