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Kinship Determination in Mobile Social Networks

机译:移动社交网络中的亲属关系确定

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With the progress of mobile communication technology, mobile social networks that can reflect the real situation of human social activities in real life have gradually formed. An even challenging problem whether it is possible to determine the kinship merely based on mobile social networks is raised during research on mobile social networks. This enlightens us the following research. First, we take the mobile phone contacts, telephone network and SMS network as the object of social network research. Second, we tackle the challenge of kinship mining using novel feature extraction and selection methods. Third, after selecting the most discriminative data features, we use a variety of algorithms to compare the study of the kinship in this paper. Finally, we demonstrate a classification accuracy of 81.04% on a test set using XGBoost.
机译:随着移动通信技术的进步,可以反映现实生活中人类社会活动真实情况的移动社交网络已经逐步形成。在对移动社交网络的研究期间,提出了甚至可能仅基于移动社交网络来确定亲属关系的甚至具有挑战性的问题。这启发我们进行以下研究。首先,我们将手机通讯录,电话网络和短信网络作为社交网络研究的对象。其次,我们使用新颖的特征提取和选择方法应对亲属关系挖掘的挑战。第三,在选择了最有区别的数据特征之后,我们使用各种算法来比较本文中的亲属关系研究。最后,我们在使用XGBoost的测试集上证明了分类精度为81.04%。

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