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. 13, 2022

Filed:

Aug. 29, 2016
Applicant:

Paypal, Inc., San Jose, CA (US);

Inventors:

Avishay Meron, Gush-Dan, IL;

Venkatesh Ramanathan, San Jose, CA (US);

Roy Valler, Tel-Aviv, IL;

Assignee:

PayPal, Inc., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/00 (2006.01); G06N 20/00 (2019.01); G06F 21/55 (2013.01); G06F 21/00 (2013.01); G06Q 20/40 (2012.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 21/00 (2013.01); G06F 21/554 (2013.01); G06N 5/003 (2013.01); G06Q 20/405 (2013.01);
Abstract

Systems and methods for machine learning feature processing are disclosed. An example method includes: selecting a predefined number of machine-based transactions; identifying a first set of features based on the predefined number of machine-based transactions; and applying a machine learning feature selection algorithm to identify a second set of features. The second set of features is smaller than the first set of features, and the second set of features includes no more than a predefined number of features. The method also includes constructing a decision tree based on the second set of features, wherein the decision tree has a depth that is less than a predefined depth. The method optionally includes limiting the total number of features in the second set to no greater than the predefined number of features.


Find Patent Forward Citations

Loading…