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US Patent 10929534 System and method detecting malicious files using machine learning

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Patent abstractTimelineTable: Further ResourcesReferences
Is a
Patent
Patent
1

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
109295341
Patent Inventor Names
Alexey M. Romanenko1
Ekaterina M. Lobacheva1
Alexander S. Chistyakov1
Date of Patent
February 23, 2021
1
Patent Application Number
160083651
Date Filed
June 14, 2018
1
Patent Citations
‌
US Patent 10581888 Classifying software scripts utilizing deep learning networks
Patent Citations Received
‌
US Patent 11941123 Systems and methods for detecting malware using static and dynamic malware models
3
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US Patent 11941124 Systems and methods for detecting malware using static and dynamic malware models
4
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US Patent 11941121 Systems and methods for detecting malware using static and dynamic malware models
5
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US Patent 11941122 Systems and methods for detecting malware using static and dynamic malware models
6
Patent Primary Examiner
‌
Theodore C Parsons
1
Patent abstract

Disclosed are systems and methods for detection of malicious files using machine learning. An example method comprises: selecting one or more data blocks in an object being analyzed based on rules; performing a static analysis on the one or more data blocks to determine a set of features of the one or more data blocks; determining a degree of harmfulness of the object based on the set of features and a model for detection of malicious objects, wherein the model has been trained by a method for machine learning on at least one safe object and one malicious object; recognizing the object is safe when the degree of harmfulness does not exceed a predetermined threshold of harmfulness; and recognizing the object is malicious when the degree of harmfulness of the one or more data blocks exceeds the predetermined threshold of harmfulness.

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