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ASSESSING TECHNICAL RISK IN INFORMATION TECHNOLOGY SERVICE MANAGEMENT USING VISUAL PATTERN RECOGNITION

机译:使用视觉模式识别评估信息技术服务管理中的技术风险

摘要

A computer system, non-transitory computer storage medium, and a computer-implemented method of assessing technical risk using visual pattern recognition in an Information Technology (IT) Service Management System. A data visualization engine and a time series generation engine receive the operational data, respectively. A first representation of the data is generated by the data visualization engine, and a second representation of the data is generated by the time series generation engine. Anomaly patterns are identified by a pattern recognition engine configured to perform feature extraction and data transformation. An ensembler is configured to accept the outputs from two AI anomaly engines and make a final decision of whether anomaly patterns are captured. Risk scores based on the identified anomaly patterns are output by a pattern recognition engine to an automated management system. The anomalies includes information regarding vulnerabilities of devices or components of the IT Service Management System.
机译:计算机系统,非暂时性计算机存储介质和计算机实现的方法,用于在信息技术(IT)服务管理系统中使用可视模式识别评估技术风险的技术风险。数据可视化引擎和时间序列发电机分别接收操作数据。数据的第一表示由数据可视化引擎生成,并且数据的第二表示由时间序列生成引擎生成。通过配置为执行特征提取和数据变换的模式识别引擎识别异常模式。 Ensembler配置为接受来自两个AI异常引擎的输出,并进行捕获异常模式的最终决定。基于所识别的异常模式的风险评分由模式识别引擎输出到自动化管理系统。异常包括有关IT服务管理系统的设备或组件的漏洞的信息。

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