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US Patent 11954603 Predictor neutralization in predictive data analysis systems

Patent 11954603 was granted and assigned to Liberty Mutual Insurance on April, 2024 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Patent Applicant
Liberty Mutual Insurance
Liberty Mutual Insurance
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Current Assignee
Liberty Mutual Insurance
Liberty Mutual Insurance
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
119546030
Patent Inventor Names
Patrick Ford0
Brian Ironside0
Date of Patent
April 9, 2024
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Patent Application Number
168506300
Date Filed
April 16, 2020
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Patent Primary Examiner
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Brian M Smith
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CPC Code
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G06N 20/00
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G06N 5/02
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Patent abstract

There is a need for more effective and efficient predictive data analysis. Various embodiments of the present invention address one or more of the noted technical challenges. In one example, a method for generating a neutralized prediction model includes accessing an initial prediction model generated using an initial training data object, performing a randomized shuffling of the initial training data object to generate a shuffled training data object, generating randomized predictions by processing the shuffled training data object using the initial prediction model, performing a neutralization of the initial training data object to generate a neutralized training data object, and generating the neutralized prediction model based at least in part on the neutralized training data object and the randomized predictions.

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