PREDICTIVE CODE CLEARANCE BY A COGNITIVE COMPUTING SYSTEM

Patent №

US 10,977,030

Granted

2021-04-13

Filed 2018

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16154699

An exemplary method includes obtaining a training set of code data that includes deprecated code; training a multi-layer neural network on the training set of code data to predict usage events for the deprecated code; predicting usage events for the deprecated code, in a first set of code data, using the trained multi-layer neural network; estimating a value of risk associated with the deprecated code in response to the predicted usage events; comparing the estimated value of risk to a threshold; and, in response to the estimated value of risk exceeding the threshold, implementing an ameliorative action regarding the deprecated code.

Machine learningKnowledge representationPlanningAI hardwareG06F 8/72G06F 8/77G06F 11/3604G06F 11/3616G06F 18/214G06F 18/2413G06N 3/04G06N 3/044+4 more

AI classification

Machine learning1.00
Planning1.00
AI hardware1.00
Knowledge representation0.75
Natural language0.50
Vision0.30
Evolutionary computation0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 470970792

Assignors

WELDEMARIAM, KOMMINIST, DIRIYE, ABDIGANI, KWATRA, SHIKHAR, KRYSTEK, PAUL, PANDIT, SUSHAIN

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

From the same owner

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