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

机译:通过墨西哥的手机使用方式对年龄和性别进行的研究

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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.
机译:使用手机可提供大量信息,这些信息可用于更好地了解人口的人口结构。在本文中,我们重点关注墨西哥移动电话用户。我们的第一项贡献是根据性别和年龄组对手机使用情况进行的观察性研究。我们能够检测出人口中不同亚组在电话使用方面的显着差异。我们的第二个贡献是提供一种新颖的方法,以利用各个呼叫模式以及通信图的结构来预测未标记用户的人口统计特征(即年龄和性别)。我们提供了该方法的详细信息,并在涉及数百万用户的真实数据集上显示了实验结果。

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