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Semi-automatic system with an iterative learning method for uncovering the leading indicators in business processes

机译:具有迭代学习方法的半自动系统,用于发现业务流程中的领先指标

摘要

Embodiments herein select performance indicators from raw data and measure the indicators over at least one time period to extract a time series of data for each of the indicators. The method determines a time order among the correlated indicators and determines a causal direction among the correlated indicators based on which of the correlated indicators occurs first in time so as to identify relative leading indicators among the correlated indicators. The processes of determining the time order and determining the causal direction can comprise applying Dynamic Time Warping and/or Granger Causality techniques to the time series of data.
机译:本文的实施例从原始数据中选择性能指标,并在至少一个时间段内测量指标以提取每个指标的数据时间序列。该方法确定相关指标之间的时间顺序,并基于哪个相关指标在时间上最先出现来确定相关指标之间的因果方向,以便在相关指标中识别相对领先的指标。确定时间顺序和确定因果方向的过程可以包括将动态时间规整和/或格兰杰因果关系技术应用于数据的时间序列。

著录项

  • 公开/公告号US8010589B2

    专利类型

  • 公开/公告日2011-08-30

    原文格式PDF

  • 申请/专利权人 WEI PENG;PHILIP C. ROSE;TONG SUN;

    申请/专利号US20070676816

  • 发明设计人 TONG SUN;WEI PENG;PHILIP C. ROSE;

    申请日2007-02-20

  • 分类号G06Q10/00;G06F11/30;G06F15/02;G06F13/00;G06F3/00;G06F17/15;G21C17/00;

  • 国家 US

  • 入库时间 2022-08-21 18:10:14

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