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FORCASTING INTEREST IN AN OBJECT OVER A FUTURE PERIOD OF TIME USING A THREE-STAGE TIME-SERIES ANALYSIS PROCESS

机译:使用三阶段时间序列分析过程预测对象在未来一段时间内的兴趣

摘要

Data sets for a three-stage predictor can be automatically determined. For example, multiple time series can be filtered to identify a subset of time series that have time durations that exceed a preset time duration. Whether a time series of the subset of time series includes a time period with inactivity can be determined. Whether the time series exhibits a repetitive characteristic can be determined based on whether the time series has a pattern that repeats over a predetermined time period. Whether the time series includes a magnitude spike with a value above a preset magnitude can be determined. If the time series (i) lacks the time period with inactivity, (ii) exhibits the repetitive characteristic, and (iii) has the magnitude spike with the value above the preset magnitude threshold, the time series can be included in a data set for use with the three-stage predictor.
机译:可以自动确定三阶段预测器的数据集。例如,可以过滤多个时间序列,以标识时间长度超过预设时间长度的时间序列的子集。可以确定时间序列的子集的时间序列是否包括不活动的时间段。可以基于时间序列是否具有在预定时间段内重复的模式来确定时间序列是否表现出重复性。可以确定时间序列是否包括具有大于预设幅度的值的幅度尖峰。如果时间序列(i)缺少不活动的时间段,(ii)表现出重复性,并且(iii)幅度尖峰的值大于预设幅度阈值,则该时间序列可以包含在用于与三阶段预测器一起使用。

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