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:
Oct. 13, 2020

Filed:

May. 11, 2017
Applicant:

Nice Ltd., Ra'anana, IL;

Inventors:

Pinchas Ben-Or, Issaquah, WA (US);

Diana Shnaider, Modi'in, IL;

Yoav Avneon, Nes-Ziona, IL;

Assignee:

NICE LTD., Ra'anana, IL;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 7/00 (2006.01); G06N 20/20 (2019.01); G06N 5/00 (2006.01); G06Q 30/00 (2012.01); G06Q 40/02 (2012.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/003 (2013.01); G06N 7/005 (2013.01); G06N 20/20 (2019.01); G06Q 30/0185 (2013.01); G06Q 40/02 (2013.01);
Abstract

A computer implemented method and system for optimization of model parameters of at least one predictive model for detecting suspicious financial activity. The processor may select a reduced set of key indicators and corresponding scores to optimize from each of the at least one predictive model, each key indicator and corresponding score in the reduced set having an influence ranking above a predetermined influence ranking. The processor may select a best performing model candidate based on an evaluation of each reduced set of key indicators and corresponding scores. The processor may preform gradient-ascent optimization on the best performing model candidate and the at least one random model to generate a set of at least two new models for each of the best performing model candidate and the at least one random model. The processor may select the new model with the highest performance ranking.


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