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. 22, 2017
Applicant:

Visual Iq, Inc., Needham, MA (US);

Inventors:

Anto Chittilappilly, Waltham, MA (US);

Payman Sadegh, Alpharetta, GA (US);

Assignee:

VISUAL IQ, INC., Needham, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 15/18 (2006.01); G06N 99/00 (2010.01); G06N 7/00 (2006.01); G06Q 30/02 (2012.01);
U.S. Cl.
CPC ...
G06N 99/005 (2013.01); G06N 7/00 (2013.01); G06Q 30/0246 (2013.01);
Abstract

A method, system, and computer program product identifies attribution of small signal stimulus in noisy response channels. Using machine-learning techniques in a computer, a small signal correlation engine correlates time series stimuli data vectors to time series response data vectors, and generates correlation coefficients that identify contributions of event notifications, including small signal attributes, to aggregated response data. Also using machine-learning techniques in a computer, a learning model simulates variations of stimuli data to predict user responses using the correlation coefficients, including computing a contribution of the small signal attributes of an event notification.


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