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Trajectory data privacy protection method based on trajectory segmentation

A trajectory segmentation and trajectory data technology, applied in the field of privacy protection, can solve the problems of low data availability and divergent trajectory distribution, and achieve the effect of improving availability and reducing the number of spatiotemporal points.

Active Publication Date: 2020-04-17
NORTHEASTERN UNIV
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Aiming at the deficiencies in the clustering group construction algorithm in the prior art, such as divergent trajectory distribution in the clustering group and low data availability due to the disturbance distance to the location point, the problem to be solved by the present invention is to provide a trajectory that can be segmented based on the trajectory Data Privacy Protection Methods

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  • Trajectory data privacy protection method based on trajectory segmentation
  • Trajectory data privacy protection method based on trajectory segmentation
  • Trajectory data privacy protection method based on trajectory segmentation

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Embodiment Construction

[0043] The present invention will be further elaborated below in conjunction with the accompanying drawings of the description.

[0044] The present invention proposes a trajectory segmentation-based privacy protection method for trajectory data release. The method anonymizes the user trajectory data set accumulated by the location-based service application provider, so that the risk of privacy leakage of the processed trajectory data set is reduced. to the level required by the user. It is characterized in that it comprises the following steps:

[0045] 1) Apply the equivalence class division algorithm based on track segment filling to the original trajectory data set accumulated by the location-based service application provider: if the number of tracks contained in the current equivalence class is less than the threshold, find some equivalence classes that can be divided, Fill the trajectory segments within the current equivalence class time interval in these equivalence cla...

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Abstract

The invention discloses a privacy protection method for track data release based on track segmentation. The privacy protection method comprises the following steps: applying an equivalence class division algorithm based on track segmentation filling to an original track data set accumulated by a location-based service application provider; applying a clustering group construction algorithm based on trajectory segmentation clustering to each equivalence class; determining the starting time of a clustering group and performing dividing to obtain candidate clustering groups; traversing each candidate clustering group, determining a trajectory set, and constructing trajectory segments outside a clustering group time interval; inserting the tracks which are not added into the clustering group into the clustering group with the same time interval and the nearest spatial position; and performing spatial disturbance on each position point on each track in each clustering group, and changing each clustering group into an anonymous track set as a track data set which can be directly published. According to the method, an equivalence class division algorithm is adopted, the number of deletedspace-time points is reduced, it is guaranteed that the equivalence class contains enough tracks, and the availability of the to-be-published data is improved.

Description

technical field [0001] The invention relates to a privacy protection technology for release of trajectory data, in particular to a trajectory data privacy protection method based on trajectory segmentation. Background technique [0002] Trajectory data refers to the data containing the user's time and location sequence information. With the popularity of terminal devices with positioning functions such as mobile phones and vehicle sensors, users' spatiotemporal data are more and more easily collected, resulting in a large amount of trajectory data. Trajectory data analysis has important application value for governments and enterprises, and has broad application prospects in traffic monitoring, urban planning, mobility management, and marketing strategies. In real life, many research institutions or academic organizations will release these trajectory data to the outside world for the purpose of decision-making and scientific research. However, this information is highly se...

Claims

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Application Information

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IPC IPC(8): G06F16/9032G06F16/906G06F16/909
CPCG06F16/90328G06F16/906G06F16/909
Inventor 李凤云陈怡霖毕远国董嘉馨
Owner NORTHEASTERN UNIV
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