AUTOMATED CHANGE MONITORING AND IMPROVEMENT RECOMMENDATION SYSTEM FOR INCIDENT REDUCTION IN INFORMATION TECHNOLOGY INFRASTRUCTURE

Patent №

US 10,044,563

Granted

2018-08-07

Filed 2015

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

3

ml · kr · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14978710

A method includes obtaining, from a service management database, one or more change tickets and one or more incident tickets relating to an information technology infrastructure, defining one or more change-incident pairs based on linkages between the incident tickets and the change tickets, identifying, from the change-incident pairs, one or more dimensions affecting outcomes of implementation of one or more change types, generating at least one recommendation for altering implementation of subsequent changes of a given change type to the information technology infrastructure based on the identified dimensions, applying the at least one recommendation to the implementation of one or more subsequent changes of the given change type to configuration items in the information technology infrastructure, monitoring the information technology infrastructure to determine outcomes of the subsequent changes of the given change type, and modifying the at least one recommendation responsive to the monitoring.

Machine learningKnowledge representationPlanningH04L 41/0813G06F 16/21G06F 16/2246G06F 16/24578G06N 5/01G06N 5/04G06N 7/01G06N 20/00+1 more

AI classification

Planning1.00
Knowledge representation1.00
Machine learning0.58
AI hardware0.33
Natural language0.03
Vision0.01
Evolutionary computation0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 374970351

Assignors

GUVEN, SINEM, MURTHY, KARIN, SHWARTZ, LARISA

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

From the same owner

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