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US Patent 11368358 Automated machine-learning-based ticket resolution for system recovery

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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
11368358
Date of Patent
June 21, 2022
Patent Application Number
16231446
Date Filed
December 22, 2018
Patent Citations
‌
US Patent 11138168 Data analysis and support engine
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US Patent 10366346 Systems and techniques for determining the predictive value of a feature
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US Patent 10438212 Ensemble machine learning based predicting customer tickets escalation
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US Patent 10270644 Framework for intelligent automated operations for network, service and customer experience management
Patent Primary Examiner
‌
Steven B Theriault
CPC Code
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G06N 7/005
‌
G06N 3/08
‌
G06N 5/04
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G06F 16/35
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G06F 16/355
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G06K 9/6227
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G06K 9/6267
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H04L 41/16
...

A method of automated ticket resolution comprises training and testing feature-specific classifier models using ticket database records. The feature-specific classifier models include machine-learning-based classification models related to features of a ticket system. The method includes training and testing feature-specific solution models using resolved ticket solution database records. The feature-specific classifier models include machine-learning-based solution models related to the features. The method includes receiving a ticket inquiry including a ticket indicative of an issue related to the features, generating a problem statement representative of the issue using the tested classifier models, and communicating the problem statement to the tested solution models. The method includes predicting a solution to the problem statement by using the tested solution models. The solution includes directions to resolve the ticket. The method includes implementing the solution in the system to resolve the issue based on certainty characteristics of the solution and recover a system if required.

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