RISK MITIGATION FOR CHANGE REQUESTS

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United States of America Patent

APP PUB NO 20240320586A1
SERIAL NO

18189988

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Abstract

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A method, system, and computer program product that is configured to: receive at least one change request (CR) for a modification in a cloud environment; predict an outage risk for the at least one CR in the cloud environment using a predictive machine learning model which predicts based on historical data and historical features; and suggest at least one recommendation to mitigate the outage risk for the at least one CR in the cloud environment. In particular, embodiments are based on feature objects (or feature sets) (f, e), which are separation of factors pertaining to the CR and to a predicted environment at a currently scheduled CR execution time, as well as dependencies on the features of other CRs in the queue.

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Patent Owner(s)

Patent OwnerAddress
INTERNATIONAL BUSINESS MACHINES CORPORATIONNEW ORCHARD ROAD ARMONK NY 10504

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
BHAMIDIPATY, Anuradha Yorktown Heights, US 70 473
DUNNE, Jonathan D Dungarvan, IE 83 89
YASHCHIN, Emmanuel Yorktown Heights, US 54 756
ZHOU, Nianjun Chappaqua, US 82 1224

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