论文标题

智能手机共处可以检测友谊吗?这取决于您如何建模

Can Smartphone Co-locations Detect Friendship? It Depends How You Model It

论文作者

Malik, Momin M., Doryab, Afsaneh, Merrill, Michael, Pfeffer, Jürgen, Dey, Anind K.

论文摘要

我们提出了一项研究,以检测友谊的友谊,以及从智能手机位置数据收集的兄弟会成员的变化。我们提取了一系列的共同座位功能和建立分类器,可检测友谊,并以比随机基线高30%的友谊。我们设计了交叉验证架构以在特定的应用程序设置中测试模型性能,发现看到新的二元组和暂时性变化是可靠的。

We present a study to detect friendship, its strength, and its change from smartphone location data collectedamong members of a fraternity. We extract a rich set of co-location features and build classifiers that detectfriendships and close friendship at 30% above a random baseline. We design cross-validation schema to testour model performance in specific application settings, finding it robust to seeing new dyads and to temporalvariance.

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