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US Patent 11755700 Method for classifying user action sequence

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Is a
Patent
Patent

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11755700
Patent Inventor Names
Pavel Vladimirovich Slipenchuk
Date of Patent
September 12, 2023
Patent Application Number
16194578
Date Filed
November 19, 2018
Patent Citations
‌
US Patent 8255532 Metric-based monitoring and control of a limited resource
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US Patent 9185095 Behavioral profiling method and system to authenticate a user
‌
US Patent 9210111 Stopping and remediating outbound messaging abuse
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US Patent 9215239 Malware detection based on traffic analysis
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US Patent 9253208 System and method for automated phishing detection rule evolution
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US Patent 9330258 Systems and methods for identifying uniform resource locators that link to potentially malicious resources
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US Patent 9338181 Network security system with remediation based on value of attacked assets
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US Patent 9357469 Methods and system for dynamic spectrum arbitrage with mobility management
...
Patent Primary Examiner
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Cesar B. Paula
CPC Code
‌
G06N 20/20
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G06N 20/10
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G06N 20/00
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G06N 5/003
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G06F 3/0481
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G06F 21/316
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G06K 9/6282
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G06K 9/6256
...

There is disclosed a method for training a Machine Learning Algorithm (MLA) for classifying a user action sequence that is performed by a user with an electronic service on a computer device. The method comprises: receiving an indication of interface elements of the electronic service and events associated with the interface elements to be monitored; receiving a plurality of indications of the user action sequence, the plurality of indications being of at least two different types of classes, for which the MLA is to be trained for classifying user actions into; generating a training set by: subdividing the given user action sequence into subsequences, determining a frequency of each subsequence appearing in the user action sequences belonging to a given one of the at least two different types of classes; scoring each subsequence based on the frequency; selecting n most informative subsequences.

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