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首页> 外文期刊>Chinese Journal of Electronics >A Neuro-Fuzzy Crime Prediction Model Based on Video Analysis
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A Neuro-Fuzzy Crime Prediction Model Based on Video Analysis

机译：基于视频分析的神经模糊犯罪预测模型

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摘要

A hybrid neuro-fuzzy model for predicting crime in a wide area such as a town or district in presented. The model is built using what we describe as crime indicator events extracted from simulated wide area surveillance network. The framework principally involves two phases, namely video analysis and crime modeling phases. In video analysis a concept based approach for video event detection is used to detect crime indicator events. Based on the extracted indicators with other related variables, a fuzzy inference system capable of learning is constructed in the second phase. The model is constructed using Violent scene detection (VSD) 2014 dataset and testing is done using UCR-Videoweb dataset. The experimental results show that the proposed method is quite demonstrative and promising.
机译：提出了一种用于在广泛的区域（例如城镇或地区）中预测犯罪的混合神经模糊模型。该模型是使用从模拟的广域监视网络中提取的犯罪指标事件构建的。该框架主要包括两个阶段，即视频分析和犯罪建模阶段。在视频分析中，基于概念的视频事件检测方法用于检测犯罪指标事件。在第二阶段中，基于提取的具有其他相关变量的指标，构建了具有学习能力的模糊推理系统。该模型使用暴力场景检测（VSD）2014数据集构建，并使用UCR-Videoweb数据集进行测试。实验结果表明，该方法具有很好的示范性和前景。

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  • 来源
    《Chinese Journal of Electronics》 |2018年第5期|968-975|共8页
  • 作者

    Zou Beiji; Mohammed Nurudeen; Zhu Chengzhang; Zhang Ziqian; Zhao Rongchang; Wang Lei;

  • 作者单位

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China|Mobile Hlth Minist Educ China Mobile Joint Lab, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China|Mobile Hlth Minist Educ China Mobile Joint Lab, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Coll Literature & Journalism, Changsha 410083, Hunan, Peoples R China|Mobile Hlth Minist Educ China Mobile Joint Lab, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China|Mobile Hlth Minist Educ China Mobile Joint Lab, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China|Mobile Hlth Minist Educ China Mobile Joint Lab, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China|Mobile Hlth Minist Educ China Mobile Joint Lab, Changsha 410083, Hunan, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

    Hybrid intelligent systems (HIS); Subtractive clustering; Video event detection; Crime prediction;

    机译：混合智能系统（HIS）;减法聚类;视频事件检测;犯罪预测;

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