DocumentCode
116718
Title
A study of age and gender seen through mobile phone usage patterns in Mexico
Author
Sarraute, Carlos ; Blanc, P. ; Burroni, Javier
Author_Institution
Grandata Labs., Argentina
fYear
2014
fDate
17-20 Aug. 2014
Firstpage
836
Lastpage
843
Abstract
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.
Keywords
mobile computing; Mexican mobile phone users; Mexico; communication graph; individual calling patterns; mobile phone usage patterns; real world dataset; Algorithm design and analysis; Machine learning algorithms; Mobile handsets; Prediction algorithms; Social network services; Sociology; Statistics;
fLanguage
English
Publisher
ieee
Conference_Titel
Advances in Social Networks Analysis and Mining (ASONAM), 2014 IEEE/ACM International Conference on
Conference_Location
Beijing
Type
conf
DOI
10.1109/ASONAM.2014.6921683
Filename
6921683
Link To Document