Using Deep Learning to Predict Demographics from Mobile Phone Metadata
نویسندگان
چکیده
Mobile phone metadata are increasingly used to study human behavior at largescale. There has recently been a growing interest in predicting demographic information from metadata. Previous approaches relied on hand-engineered features. We here apply, for the first time, deep learning methods to mobile phone metadata using a convolutional network. Our method provides high accuracy on both age and gender prediction. These results show great potential for deep learning approaches for prediction tasks using standard mobile phone metadata.
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ورودعنوان ژورنال:
- CoRR
دوره abs/1511.06660 شماره
صفحات -
تاریخ انتشار 2015