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Title:
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On learning mobility patterns in cellular networks
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Author:
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Sánchez González, Juan; Pérez Romero, Jordi; Agustí Comes, Ramon; Sallent Roig, José Oriol
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Other authors:
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Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions; Universitat Politècnica de Catalunya. GRCM - Grup de Recerca en Comunicacions Mòbils |
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Abstract:
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This paper considers the use of clustering techniques to learn the mobility patterns existing in a cellular network. These patterns are materialized in a database of prototype trajectories obtained after having observed multiple trajectories of mobile users. Both K-means and Self-Organizing Maps (SOM) techniques are assessed.
Different applicability areas in the context of Self-Organizing Networks (SON) for 5G are discussed and, in particular, a methodology is proposed for predicting the trajectory of a mobile user. |
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Abstract:
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Peer Reviewed |
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Subject(s):
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-Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial
-Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Radiocomunicació i exploració electromagnètica::Comunicacions mòbils
-Artificial intelligence
-Mobile communication systems
-Wireless communication systems
-Artificial intelligence
-Conformal mapping
-Mobile telecommunication systems
-Trajectories
-Wireless networks
-Cellular network
-Clustering
-Clustering techniques
-K-means
-Mobile users
-Mobility pattern
-Self Organizing Network (SON)
-Intel·ligència artificial
-Comunicacions mòbils, Sistemes de
-Comunicació sense fil, Sistemes de |
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Rights:
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Document type:
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Article - Published version
Conference Object |
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Published by:
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Springer
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