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. 07, 2023

Filed:

Dec. 30, 2019
Applicant:

Oath Inc., New York, NY (US);

Inventors:

Wei Chu, Redmond, WA (US);

Martin Zinkevich, Santa Clara, CA (US);

Lihong Li, Santa Clara, CA (US);

Achint Oommen Thomas, Buffalo, NY (US);

Belle Tseng, Cupertino, CA (US);

Assignee:

YAHOO ASSETS LLC, Dulles, VA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 12/58 (2006.01); G06N 5/02 (2006.01); H04L 51/212 (2022.01); G06F 15/16 (2006.01); G06F 11/00 (2006.01); G06N 7/00 (2023.01); G06Q 50/20 (2012.01);
U.S. Cl.
CPC ...
H04L 51/212 (2022.05); G06F 11/00 (2013.01); G06F 15/16 (2013.01); G06N 5/02 (2013.01); G06N 7/00 (2013.01); G06N 7/005 (2013.01); G06Q 50/20 (2013.01);
Abstract

Software for online active learning receives content posted to an online stream at a website. The software converts the content into an elemental representation and inputs the elemental representation into a probit model to obtain a predictive probability that the content is abusive. The software also calculates an importance weight based on the elemental representation. And the software updates the probit model using the content, the importance weight, and an acquired label if a condition is met. The condition depends on an instrumental distribution. The software removes the content from the online stream if a condition is met. The condition depends on the predictive probability, if an acquired label is unavailable.


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