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Anomaly Detection Based on Rough Set and BP Neural Network for Android System

机译:基于粗集和BP神经网络的Android系统异常检测

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摘要

As the Android smart phone becomes more and more popular, its security problems stands out increasingly. According to the advantages and the problems existing in rough sets and neural network, this paper presents a new method which can be used in the Android system anomaly detection. This method simplifies the rough set data based on their attributes, and then use the data as training data to establish a classification model. The experiment results show that: for Android phones, this method has a high recognition rate and detection rate of abnormal behaviors.
机译:随着Android智能手机变得越来越流行,其安全问题也日益突出。针对粗糙集和神经网络存在的优点和存在的问题,提出了一种可用于Android系统异常检测的新方法。该方法基于粗糙集数据的属性来简化它们,然后将其用作训练数据以建立分类模型。实验结果表明:对于Android手机,该方法具有较高的识别率和异常行为检测率。

著录项

  • 来源
    《Journal of information and computational science》 |2013年第11期|3463-3468|共6页
  • 作者单位

    Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin 300191, China,Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin 300191, China;

    Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin 300191, China,Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin 300191, China;

    Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin 300191, China,Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin 300191, China;

    Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin 300191, China,Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin 300191, China;

    Key Laboratory of Computer Vision and System (Tianjin University of Technology), Ministry of Education, Tianjin 300191, China,Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin 300191, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Android; Anomaly Detection; Rough Set; BP Neural Network;

    机译:Android;异常检测;粗糙集;BP神经网络;

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