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Unsupervised Learning-Based Detection Method And Driver Profile-Based Vehicle Theft Detection Device and Method Using Same
Unsupervised Learning-Based Detection Method And Driver Profile-Based Vehicle Theft Detection Device and Method Using Same
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机译:无监督的基于学习的检测方法和驱动程序介绍的基于型轮的车辆盗窃检测装置和使用该方法
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摘要
An unsupervised learning-based detection method according to one technical aspect of the present disclosure relates to an unsupervised learning-based detection method using a supervised-learned model, and includes: generating a first plurality of matrix data on the basis of driving data; generating encoding information by encoding the first plurality of matrix data using a convolutional neural network; modeling a time series feature of the encoding information by using a long short-term memory (LSTM) network, so as to derive a correlation between variables according to a time series; re-implementing a second plurality of matrix data through a deconvolution calculation of the correlation between the variables according to the time series; and determining whether the driving data corresponds to a pre-supervised learned driver profile, on the basis of a difference between the first plurality of matrix data and the second plurality of matrix data.
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