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.
Patent No.:
Date of Patent:
Dec. 31, 2019
Filed:
Jul. 31, 2017
Emc Ip Holding Company Llc, Hopkinton, MA (US);
Arie Agranonik, Herzelia, IL;
Zohar Duchin, Brookline, MA (US);
EMC IP Holding Company LLC, Hopkinton, MA (US);
Abstract
A method includes generating an index representation of characters of code of a given file and mapping the index representation to a vector space providing contextual representation of the characters utilizing an embedding layer of a recurrent neural network (RNN). The method also includes identifying one or more code features in the mapped index representation utilizing at least one hidden layer of the RNN, detecting sequences of the identified code features in the mapped index representation utilizing a plurality of memory units of a recurrent layer of the RNN, and generating a classification result for the given file based on the detected sequences of code features utilizing one or more classification layers of the RNN. The method further comprises utilizing the classification result to determine if the given file contains code of a designated code type, and modifying access by a given client device to the given file responsive to the determination.