Using Deep Learning to Predict Demographics from Mobile Phone Metadata

نویسندگان

  • Bjarke Felbo
  • Pål Roe Sundsøy
  • Alex Pentland
  • Sune Lehmann
  • Yves-Alexandre de Montjoye
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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عنوان ژورنال:
  • CoRR

دوره abs/1511.06660  شماره 

صفحات  -

تاریخ انتشار 2015