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

Patent №

US 11,223,642

Granted

2022-01-11

Filed 2019

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16571088

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.

Machine learningVisionPlanningAI hardwareH04L 41/16H04L 63/1425G06F 16/9024G06N 3/044G06N 3/0442G06N 3/045G06N 3/0464G06N 3/08+10 more

AI classification

Vision1.00
Planning1.00
AI hardware0.98
Machine learning0.98
Knowledge representation0.29
Natural language0.01
Evolutionary computation0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 503760717

Assignors

SUN, HONGTAN, SHWARTZ, LARISA, KHANDEKAR, ROHIT MADHUKAR, WANG, QING, ZHOU, BING

On an employer assignment, the assignors are typically the inventors.

From the same owner

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