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Program, apparatus and method capable of detecting time series change point based on cross-correlation

机译:能够基于互相关来检测时间序列变化点的程序,装置和方法

摘要

PROBLEM TO BE SOLVED: To provide a program with which it is possible to properly detect a change point from time-series data while suppressing an increase in calculation costs.SOLUTION: The program causes a computer to function as: cross correlation data determination means for determining one or a plurality of time-series data indicating a high cross correlation, with reference time-series data, that satisfies a prescribed condition in a negative time lag value; feature value generation means for generating a correlation matrix pertaining to one point of time from a time-series data group including the reference time-series data and the determined time-series data, and, with a scalar value corresponding to a difference in direction between a representative vector generated from matrix elements pertaining to one time-series data included in the time-series data group and an eigenvector of the correlation matrix assumed as a feature value, generating feature value time-series data that includes the feature value at each point of time; and change point determination means for determining a change point in the one time-series data on the basis of fluctuation of a feature value in the feature value time-series data.SELECTED DRAWING: Figure 1
机译:解决的问题:提供一种程序,该程序可以在抑制计算成本增加的同时,从时序数据中正确检测变化点。解决方案:该程序使计算机具有以下功能:互相关数据确定装置用参考时间序列数据确定一个或多个表示高互相关的时间序列数据,所述时间序列数据的负时滞值满足规定条件;特征值生成装置,用于从包括基准时间序列数据和所确定的时间序列数据的时间序列数据组中生成与一个时间点有关的相关矩阵,并且具有与方向之间的差相对应的标量值由与包含在时间序列数据组中的一个时间序列数据有关的矩阵元素生成的代表矢量和假定为特征值的相关矩阵的特征向量,生成包括每个点的特征值的特征值时间序列数据时间改变点确定装置,用于根据特征值时间序列数据中的特征值的波动来确定一个时间序列数据中的改变点。

著录项

  • 公开/公告号JP6602256B2

    专利类型

  • 公开/公告日2019-11-06

    原文格式PDF

  • 申请/专利权人 KDDI株式会社;

    申请/专利号JP20160098654

  • 发明设计人 湯 聿津;和田 真弥;

    申请日2016-05-17

  • 分类号G06F17/15;G06F17/18;

  • 国家 JP

  • 入库时间 2022-08-21 12:20:22

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