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.

Date of Patent:
Dec. 13, 2022

Filed:

Dec. 11, 2019
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Karen Hovsepian, Mercer Island, WA (US);

Mingwei Shen, Shoreline, WA (US);

Srikar Appalaraju, Kirkland, WA (US);

Andrew Shanley, Seattle, WA (US);

Vijay Patha, Seattle, WA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/216 (2020.01); G06N 7/00 (2006.01); G06N 5/04 (2006.01); G06F 17/18 (2006.01); G06N 20/00 (2019.01); G06F 17/16 (2006.01); G06F 40/284 (2020.01);
U.S. Cl.
CPC ...
G06F 40/216 (2020.01); G06F 17/16 (2013.01); G06F 17/18 (2013.01); G06F 40/284 (2020.01); G06N 5/04 (2013.01); G06N 7/005 (2013.01); G06N 20/00 (2019.01);
Abstract

Root cause estimation for a data set corresponding to customer returns of a product may use a probabilistic model to associate customer-entered product return data with probability distributions relating to possible root causes for the returns. A particular application relates to applying a Bayesian network to customer-selected return reason codes and customer-entered return reason comments to estimate a probability distribution for root causes of a plurality of returns and uncertainties relating to the probability distribution estimation. A bag-of-n-grams can be used to enable the Bayesian network to process natural language portions of the customer-entered product return data. The output of the model and other data relating to the root cause estimation can be conveyed to a seller of the returned products via a user interface.


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