The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 13, 2021

Filed:

Oct. 08, 2018
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Komminist Weldemariam, Nairobi, KE;

Abdigani Diriye, Nairobi, KE;

Shikhar Kwatra, Morrisville, NC (US);

Paul Krystek, Highland, NY (US);

Sushain Pandit, Austin, TX (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 8/72 (2018.01); G06N 3/08 (2006.01); G06F 8/77 (2018.01); G06F 11/36 (2006.01); G06K 9/62 (2006.01); G06N 3/04 (2006.01);
U.S. Cl.
CPC ...
G06F 8/72 (2013.01); G06F 8/77 (2013.01); G06F 11/3616 (2013.01); G06K 9/6256 (2013.01); G06N 3/0445 (2013.01); G06N 3/08 (2013.01);
Abstract

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.


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