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:
Sep. 04, 2018

Filed:

Jun. 14, 2016
Applicant:

Square, Inc., San Francisco, CA (US);

Inventors:

Brian Boates, San Francisco, CA (US);

Rensheng Zhou, San Francisco, CA (US);

Melissa Dalis, San Francisco, CA (US);

Assignee:

Square, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06Q 40/00 (2012.01); G06Q 20/40 (2012.01); G06N 7/00 (2006.01); G06Q 20/20 (2012.01);
U.S. Cl.
CPC ...
G06Q 20/4016 (2013.01); G06N 7/005 (2013.01); G06Q 20/20 (2013.01); G06Q 20/405 (2013.01);
Abstract

An automated purchase transaction analyzes a purchase transaction using a probability model to determine a probability that the transaction is fraudulent. If the probability exceeds a threshold, the transaction may be manually reviewed to determine whether to freeze the account associated with the transaction. When introducing the model, the threshold may be set to a relatively high value so that a small number of transactions are submitted for manual review. After a period of time, the observed freeze rate resulting from manual reviews is compared to a target freeze rate. The threshold is then adjusted upwardly or downwardly to decrease the difference between the observed and target freeze rates.


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