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:
May. 13, 2025

Filed:

Aug. 05, 2022
Applicant:

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

Inventors:

Haoran Zhang, Shanghai, CN;

Pengshan Zhang, Shanghai, CN;

Junshi Guo, Shanghai, CN;

Changle Lian, Shanghai, CN;

Xiaojun Luan, Shanghai, CN;

Xia Zhang, Shanghai, CN;

Yu Zhang, Shanghai, CN;

Jiaxin Fang, Shangahi, CN;

Assignee:

PAYPAL, INC., San Jose, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 16/901 (2019.01); G06F 16/242 (2019.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06F 16/9024 (2019.01); G06F 16/2428 (2019.01); G06N 20/20 (2019.01);
Abstract

Methods and systems are presented for assisting a user to identify and evaluate features for use in a machine learning model configured to perform a task. Based on graph data associated with a graph data structure, a user interface is provided on a device. Based on user inputs received via the user interface, a feature candidate for the machine learning model is determined. The feature candidate is associated with a particular way of traversing the graph data structure to obtain attribute values associated with one or more vertices and/or one or more edges in the graph data structure. Based on the attribute values, a value corresponding to the feature candidate can be calculated. The value can be used to evaluate the effectiveness of the feature candidate in performing the task. The feature candidate can then be incorporated into the machine learning model as one of the input features.


Find Patent Forward Citations

Loading…