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:
Jan. 10, 2023

Filed:

Jun. 24, 2020
Applicant:

Beijing Didi Infinity Technology and Development Co., Ltd., Beijing, CN;

Inventor:

Jinjian Zhai, Union City, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01C 21/34 (2006.01); G01C 21/36 (2006.01); G06Q 50/30 (2012.01); G06N 20/00 (2019.01); G06N 3/08 (2006.01); G06Q 10/02 (2012.01); G06Q 30/02 (2012.01); G06Q 30/00 (2012.01); G06F 21/44 (2013.01);
U.S. Cl.
CPC ...
G06Q 30/0185 (2013.01); G06F 21/44 (2013.01); G06N 20/00 (2019.01); G06Q 50/30 (2013.01);
Abstract

Methods, systems, and apparatus for detecting malicious activities in a ride-hailing platforms are described. An exemplary method comprises: identifying a set of trips from historical data to form training data; training a classifier based on a plurality of features of the set of trips in the training data to identify whether a given trip is malicious or benign; deploying the classifier to classify new trips in the ride-hailing platform for a first period of time to obtain a plurality of malicious trip candidates; storing the plurality of malicious trip candidates in a staging database for a second period of time for data cleansing based on supplementary data collected during the second period of time; fetching, from the staging database, a set of malicious trip candidates that have been stored in the staging database longer than the second period of time; and re-training the classifier.


Find Patent Forward Citations

Loading…