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US Patent 10157411 Recommendation system that relies on RFM segmentation

Patent 10157411 was granted and assigned to Amazon on December, 2018 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Current Assignee
Amazon
Amazon
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
101574110
Patent Inventor Names
Ananth Balakrishna Vasishta0
Date of Patent
December 18, 2018
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Patent Application Number
142098170
Date Filed
March 13, 2014
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Patent Citations Received
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US Patent 12020276 Systems and methods for benefit affinity using trained affinity models
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US Patent 11935108 Customer categorization and customized recommendations for automotive retail
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Patent Primary Examiner
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Vanel Frenel
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Patent abstract

A recommendation system divides users into a plurality of segments based on scores generated for each of a plurality of users of an electronic service that provides functionality for users to browse and purchase or select items. The scores can be RFM (Recency, Frequency, and Monetary amount) scores based on at least purchase or selection recency, purchase or selection frequency, and in some instances, the monetary amount spent. The recommendation system can further detect behavior-based correlations between particular segments and particular items and/or item attributes. The correlations can be based on purchase or selection histories of the users assigned to specific segments. The recommendation system can select items to recommend to particular users based at least partly on the detected behavior-based correlations.

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