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:
Jun. 08, 2021

Filed:

Sep. 18, 2018
Applicant:

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

Inventors:

Eitan Menahem, Beer Sheva, IL;

Gal Steimberg, Yavne, IL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/56 (2013.01); G06N 99/00 (2019.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 21/565 (2013.01); G06N 20/00 (2019.01); G06F 2221/034 (2013.01);
Abstract

A system for training a file classification model for classifying malicious software comprising at least one hardware processor adapted to: computing a plurality of datasets, each for one of a plurality of executable files, each file having a label, each dataset is computed by: receiving a respective file; detecting a plurality of binary functions in the respective file; translating each of the respective plurality of binary functions to produce a plurality of disassembled functions; clustering a plurality of operation-codes identified in the plurality of disassembled functions into a plurality of clusters according to respective operation-code; computing a plurality of statistical values of the plurality of disassembled functions and the plurality of clusters; and associating the plurality of statistical values with the file's label to produce a dataset; and training a file classification model using the plurality of datasets to compute at least one classification score of an input file.


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