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.
Patent No.:
Date of Patent:
May. 03, 2022
Filed:
Oct. 12, 2020
State Farm Mutual Automobile Insurance Company, Bloomington, IL (US);
Rajiv Shah, Bloomington, IL (US);
Shannon Morrison, Gilbert, AZ (US);
Jeremy Cunningham, Bloomington, IL (US);
Taylor Smith, Addison, TX (US);
Sripriya Sundararaman, Plano, TX (US);
Jing Wan, Allen, TX (US);
Jeffrey Hevrin, Bloomington, IL (US);
Ronald Duehr, Normal, IL (US);
Brad Sliz, Normal, IL (US);
Lucas Allen, East Peoria, IL (US);
STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY, Bloomington, IL (US);
Abstract
A computer-implemented method for determining features of a dataset that are indicative of anomalous behavior of one or more computers in a large group of computers comprises (1) receiving log files including a plurality of entries of data regarding connections between a plurality of computers belonging to an organization and a plurality of websites outside the organization, each entry being associated with the actions of one computer, (2) executing a time series decomposition algorithm on a portion of the features of the data to generate a first list of features, (3) implementing a plurality of traffic dispersion graphs to generate a second list of features, and (4) implementing an autoencoder and a random forest regressor to generate a third list of features.