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Community detection in social networks
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index.pdf
Date
2014
Author
Öztürk, Koray
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Today, introduction of social networking applications into every area of our lives makes social network analysis an important research area. Websites and other applications on the internet provides large amounts of data and new research area to the researchers. Also, most of the other data like relationships between people and objects can be presented as social networks. In this work, detecting communities on social networks which is an important subject on social network analysis will be studied. For this, a modi ed Genetic Algorithm of which chromosome structure and genetic operators are modi ed to nd communities in social networks is used. This modi ed Genetic Algorithm can be used without giving proposed community number at the initialization and it runs faster compared to other Genetic Algorithm methods. Additionally, we did experiments using Newman's Spectral Clustering Method as a preprocess step and it gave good results.
Subject Keywords
Online social networks.
,
Social networks.
,
Spectral clustering.
,
Genetic algorithms.
URI
http://etd.lib.metu.edu.tr/upload/12618241/index.pdf
https://hdl.handle.net/11511/24245
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Graduate School of Natural and Applied Sciences, Thesis
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K. Öztürk, “Community detection in social networks,” M.S. - Master of Science, Middle East Technical University, 2014.