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Predictive model for application update decisions

Grant US12578951B2 Kind: B2 Mar 17, 2026

Assignee

Red Hat, Inc.

Inventors

Paolo Antinori, Alessio Soldano, Leigh Griffin

Abstract

A system and method of providing one or more predictive models to enhance decision-making capabilities regarding software updates in computing network systems. The method includes receiving a request for information indicating whether to upgrade an application executing on a node. The method includes providing a historical impact profile of the node to a predictive model trained to predict possible impacts on computing resources caused by version upgrades to applications using the computing resources. The method includes predicting, based on the predictive model, a possible impact to a computing resource of the node caused by a theoretical upgrade of the application. The method includes generating a risk score indicating whether to upgrade the application executing on the node of the computing network system based on status data of the computing resource of the node and the possible impact to the computing resource of the node.

CPC Classifications

G06N 3/08 G06N 5/022 G06N 20/00 G06N 3/047 G06N 5/04 G06N 5/025 G06N 3/02 G06N 3/126 G06Q 10/0635 G06Q 10/0633 G06F 8/65 G06F 16/23 G06F 16/1858 G06F 8/71

Filing Date

2023-07-07

Application No.

18349037

Claims

20