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hierarchical destination prediction model construction apparatus, destination prediction apparatus and hierarchical destination prediction model construction method, destination prediction method

机译:分级目的地预测模型构建设备,目的地预测设备以及分级目的地预测模型构建方法,目的地预测方法

摘要

PROBLEM TO BE SOLVED: To provide a structuring device for a hierarchical destination prediction model, a destination prediction apparatus and a structuring method for the hierarchical destination prediction model, and a destination prediction method.SOLUTION: The structuring device for hierarchical destination prediction model includes: an extraction means for receiving location history data for a user and extracting input data including the starting location for the user and related time from the location history data of the user and output data including the arrival location of the user; a determination means for determining activity the user is capable of in respective locations and the initial probability based on the input data and the output data and adjusting the initial probability for the activities based on an arrival pattern and a departure pattern for the user; and a prediction model acquirement means for acquiring a hierarchical destination prediction model based on the input data and the probability after adjustment. An upper hierarchy of the hierarchical destination prediction model expresses the activity and its transition and a lower hierarchy of the hierarchical destination prediction model expresses the location of the activity.
机译:解决的问题:提供用于分层目的地预测模型的结构化装置,用于分层目的地预测模型的目的地预测装置和结构化方法以及目的地预测方法。解决方案:用于分层目的地预测模型的结构化装置包括:提取装置,用于接收用户的位置历史数据,并从用户的位置历史数据中提取包括用户的起始位置和相关时间的输入数据,以及包括用户的到达位置的输出数据;确定装置,用于基于输入数据和输出数据确定用户在各个位置能够进行的活动和初始概率,并基于用户的到达模式和离开模式来调整活动的初始概率;预测模型获取装置,用于基于输入数据和调整后的概率来获取分层目的地预测模型。分层目的地预测模型的较高层次表示活动及其活动,分层目的地预测模型的较低层次表示活动的位置。

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