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MobileMiner

机译:移动麦考外

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摘要

Mobile communication data analysis has been often used as a background application to motivate many data mining problems. However, very few data mining researchers have a chance to see a working data mining system on real mobile communication data. In this demo, we showcase our new system MobileMiner on a real mobile communication data set, which presents a case study of business solutions using state-of-the-art data mining techniques. MobileMiner adaptively profiles users' behavior from their calling and moving record streams. Customer segmentation and social community analysis can be conducted based on user profiles. We show how data mining techniques can help in mobile communication data analysis. Moreover, we also show some interesting observations which still cannot be mined by the current techniques, and thus may motivate new research and development.
机译:移动通信数据分析通常被用作背景应用,以激励许多数据挖掘问题。但是,很少有数据挖掘研究人员有机会在真正的移动通信数据上看到一个工作数据挖掘系统。在这个演示中,我们在真正的移动通信数据集上展示我们的新系统MobileMiner,这提出了一种使用最先进的数据挖掘技术对业务解决方案的案例研究。 MobileMiner自适应地将用户的行为与他们的呼叫和移动录制流进行了自带。可以基于用户配置文件进行客户分割和社会群落分析。我们展示了数据挖掘技术如何有助于移动通信数据分析。此外,我们还展示了一些有趣的观察,仍然无法被目前的技术开采,因此可能导致新的研发。

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