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RAPID MASS TIME-SERIES DATA PROCESSING METHOD BASED ON AGGREGATED EDGE AND TIME-SERIES AGGREGATED EDGE

机译:基于聚合边缘和时序聚合边缘的快速质量时间序列数据处理方法

摘要

A rapid mass time-series data processing method based on an aggregated edge and a time-series aggregated edge, which realizes rapid real-time processing of an association relationship based on a graph data structure in a mass data mode. On the basis of incremental flow calculation of a time window, a data structure of an "aggregated edge" and a "time-series aggregated edge" is provided in the method, and the method is suitable for data modeling of a real-time dynamic graph. Moreover, a time-series graph query language is introduced, description semantics of time-series information is added, and a basic query based on a point, an edge and an attribute is supported, and a graph query, comprising graph matching and graph filtering, can also be performed by a user on an index calculation result in a certain time window. The method is applicable to fields such as marketing and real-time risk control based on mass data mining, and has good timeliness control and high expandability capabilities.
机译:一种基于聚合边缘和时序聚合边缘的快速质量时序数据处理方法,其实现了基于质量数据模式中的曲线图数据结构的关联关系的快速实时处理。在时间窗口的增量流量计算的基础上,在该方法中提供了“聚合边缘”的数据结构和“时间串联聚合边缘”,并且该方法适用于实时动态的数据建模图形。此外,引入了时间序列图查询语言,描述了时间序列信息的语义,并支持基于点,边缘和属性的基本查询,以及图形查询,包括图形匹配和图形滤波,也可以由用户执行在特定时间窗口中的索引计算结果上。该方法适用于基于质量数据挖掘的营销和实时风险控制等领域,具有良好的性能控制和高可扩展性能力。

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