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Evento

A study of age and gender seen through mobile phone usage patterns in Mexico

Sarraute, Carlos; Blanc, PabloIcon ; Brea, Jorge Nicolás
Tipo del evento: Conferencia
Nombre del evento: 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)
Fecha del evento: 17/08/2014
Institución Organizadora: Institute of Electrical and Electronics Engineers;
Título del Libro: 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)
Editorial: Institute of Electrical and Electronics Engineers
ISBN: 978-1-4799-5877-1
Idioma: Inglés
Clasificación temática:
Otras Ciencias de la Computación e Información

Resumen

Mobile phone usage provides a wealth of information, which can be used to better understand the demographic structure of a population. In this paper we focus on the population of Mexican mobile phone users. Our first contribution is an observational study of mobile phone usage according to gender and age groups. We were able to detect significant differences in phone usage among different subgroups of the population. Our second contribution is to provide a novel methodology to predict demographic features (namely age and gender) of unlabeled users by leveraging individual calling patterns, as well as the structure of the communication graph. We provide details of the methodology and show experimental results on a real world dataset that involves millions of users.
Palabras clave: Mobile handsets , Sociology , Statistics , Prediction algorithms , Social network services , Algorithm design and analysis , Machine learning algorithms
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Tamaño: 414.7Kb
Formato: PDF
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info:eu-repo/semantics/restrictedAccess Excepto donde se diga explícitamente, este item se publica bajo la siguiente descripción: Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Unported (CC BY-NC-SA 2.5)
Identificadores
URI: http://hdl.handle.net/11336/248187
DOI: https://doi.org/10.1109/ASONAM.2014.6921683
URL: https://www.computer.org/csdl/proceedings/asonam/2014/5877/00/06921683-abs.html
URL: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6921683
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Eventos(IMAS)
Eventos de INSTITUTO DE INVESTIGACIONES MATEMATICAS "LUIS A. SANTALO"
Citación
A study of age and gender seen through mobile phone usage patterns in Mexico; 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM); Beijing; China; 2014; 836-843
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