Leveraging point inferences on HTTP transactions for HTTPS malware detection

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United States of America Patent

PATENT NO RE49684
SERIAL NO

17463337

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Abstract

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In one embodiment, a traffic analysis service receives captured traffic data regarding a Transport Layer Security (TLS) connection between a client and a server. The traffic analysis service applies a first machine learning-based classifier to TLS records from the traffic data, to identify a set of the TLS records that include Hypertext Transfer Protocol (HTTP) header information. The traffic analysis service estimates one or more HTTP transaction labels for the connection by applying a second machine learning-based classifier to the identified set of TLS records that include HTTP header information. The traffic analysis service augments the captured traffic data with the one or more HTTP transaction labels. The traffic analysis service causes performance of a network security function based on the augmented traffic data.

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Patent Owner(s)

Patent OwnerAddress
CISCO TECHNOLOGY INCSAN JOSE CA 95134-1706

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Anderson, Blake Harrell Chapel Hill, US 92 775
McGrew, David Poolesville, US 120 1574

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