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. 24, 2026

Filed:

May. 17, 2021
Applicant:

Palo Alto Networks, Inc., Santa Clara, CA (US);

Inventor:

Stefan Achleitner, Arlington, VA (US);

Assignee:

Palo Alto Networks, Inc., Santa Clara, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06F 18/22 (2023.01); G06F 18/23 (2023.01); G06F 18/232 (2023.01); G06F 18/2321 (2023.01); G06N 20/00 (2019.01); H04L 67/14 (2022.01);
U.S. Cl.
CPC ...
H04L 63/1416 (2013.01); G06F 18/22 (2023.01); G06F 18/23 (2023.01); G06F 18/232 (2023.01); G06F 18/2321 (2023.01); G06N 20/00 (2019.01); H04L 63/1425 (2013.01); H04L 63/16 (2013.01); H04L 67/14 (2013.01);
Abstract

A natural language processor extracts features from batches of unstructured traffic. A feature weighted distance engine computes a distance matrix between pairs of feature vectors for sessions of unstructured traffic using a weight vector that assigns importance to relative placement of features in feature vectors. The distance function used to compute the distance matrix with the weight vector is conducive to generating high-quality clusters and patterns in unstructured traffic. The sessions of unstructured traffic are clustered according to the pairwise distance matrix. Generated clusters are merged with clusters for previously analyzed sessions of unstructured traffic. A pattern identification engine extracts patterns from the merged clusters that correspond to behavior of applications generating the unstructured traffic.


Find Patent Forward Citations

Loading…