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:
Feb. 25, 2020

Filed:

Dec. 13, 2016
Applicant:

Symantec Corporation, Mountain View, CA (US);

Inventors:

Reuben Feinman, Mountain View, CA (US);

Aleatha Parker-Wood, Palo Alto, CA (US);

Ignacio Bermudez Corrales, Sunnyvale, CA (US);

Ryan Curtin, Atlanta, GA (US);

Assignee:

CA, Inc., San Jose, CA (US);

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

The disclosed computer-implemented method for malware remediation may include constructing a malware detection model by (i) identifying multiple candidate hyperparameter sets, (ii) selecting, from the candidate hyperparameter sets, a set of hyperparameters for the malware detection model that optimizes a tradeoff between model efficacy and model size, and (iii) training the malware detection model on a set of training samples to distinguish between malicious samples and clean samples. After constructing the malware detection model, the disclosed computer-implemented method may also include using the constructed malware detection model to perform a security action. Various other methods, systems, and computer-readable media are also disclosed.


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