空巢老人手机用户的精准识别 |
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引用本文: | 崔瀚文,栾石圳南,李远帆,蔡志杰,曹沅.空巢老人手机用户的精准识别[J].数学建模及其应用,2014,3(1):49-62. |
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作者姓名: | 崔瀚文 栾石圳南 李远帆 蔡志杰 曹沅 |
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摘 要: | 以神经网络为计算模型,在合理处理已知数据的异常情况后,依据给定指标制定出(非)空巢老人的标准,以此建立(非)空巢老人集合的核作为学习样本,从而获得初步的识别结果,同时从输入和输出2个方面对其进行了多种检验。这套完整流程,也可用于解决类似的精准识别和其他数据挖掘问题。
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关 键 词: | 空巢老人 精准识别 因子分析 神经网络 敏感性分析 可靠性检验 |
Accurate Identification Approach to Empty-Nester Mobile-phone Users |
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Authors: | Cui Hanwen Luan Shizhennan Li Yuanfan Cai Zhijie and Cao Yuan |
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Abstract: | In this page, after a proper data processing, we define a judgment upon empty-nesters based on their habits to use the mobile-phone; build kernels for both empty-nester and non-empty-nester groups according to the judgment; standardize samples marked with those kernels; translate the original data into new scores by using factor analysis in order to reduce the differentiation between those kernels; put those scores into neural networks as learning samples; and hence get a preliminary identification followed by four inspections. This approach is also expected to deal with other similar problems of accurate identification and data mining. |
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Keywords: | empty-nesters accurate identification factor analysis neural networks sensitivity analysis certificate authenticity |
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