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:
Feb. 04, 2020

Filed:

Oct. 14, 2016
Applicant:

Trading Technologies International, Inc., Chicago, IL (US);

Inventors:

David I. Widerhorn, Chicago, IL (US);

Paul R. Giedraitis, Chicago, IL (US);

Carolyn L. Phillips, Chicago, IL (US);

Melanie A. Rubino, Chicago, IL (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 17/30 (2006.01); G06Q 40/04 (2012.01); H04L 29/06 (2006.01); G06Q 10/06 (2012.01); G06Q 10/00 (2012.01); G06Q 40/06 (2012.01); G06N 3/08 (2006.01); G06N 3/00 (2006.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/004 (2013.01);
Abstract

Various techniques are described for using machine-learning artificial intelligence to improve how trading data can be processed to detect improper trading behaviors such as trade spoofing. In an example embodiment, semi-supervised machine learning is applied to positively labeled and unlabeled training data to develop a classification model that distinguishes between trading behavior likely to qualify as trade spoofing and trading behavior not likely to qualify as trade spoofing. Also, clustering techniques can be employed to segment larger sets of training data and trading data into bursts of trading activities that are to be assessed for potential trade spoofing status.


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