公开(公告)号：US11494635B2

公开(公告)日：2022-11-08

申请号：US16252862

申请日：2019-01-21

Applicant: eBay Inc.

Inventor： Keyu Nie ,  Yang Zhou ,  Zezhong Zhang ,  Tao Yuan ,  Qian Wang ,  Giorgio Ballardin ,  Liren Sun

IPC: G06N3/08 ,  G06N7/00

Abstract: A server accesses a plurality of users' sessions with the web server. Each user session indicating a page flow of a corresponding user session for a plurality of web pages provided by the web server. The server generates a learning model using a neural network based on the plurality of users' sessions. The learning model is configured to predict a next user activity based on a current page flow of a current user session. The next user activity indicating one of continuing the current user session by visiting another web page provided by the web server and ending the current user session. The server dynamically adjusts a content of a web page based on the predicted next user activity.

公开(公告)号：US12210970B2

公开(公告)日：2025-01-28

申请号：US17958701

申请日：2022-10-03

Applicant: eBay Inc.

Inventor： Keyu Nie ,  Yang Zhou ,  Zezhong Zhang ,  Tao Yuan ,  Qian Wang ,  Giorgio Ballardin ,  Liren Sun

IPC: G06N3/08 ,  G06N7/01

Abstract: A server accesses a plurality of users' sessions with the web server. Each user session indicating a page flow of a corresponding user session for a plurality of web pages provided by the web server. The server generates a learning model using a neural network based on the plurality of users' sessions. The learning model is configured to predict a next user activity based on a current page flow of a current user session. The next user activity indicating one of continuing the current user session by visiting another web page provided by the web server and ending the current user session. The server dynamically adjusts a content of a web page based on the predicted next user activity.

公开(公告)号：US20230045105A1

公开(公告)日：2023-02-09

申请号：US17958701

申请日：2022-10-03

Applicant: eBay Inc.

Inventor： Keyu Nie ,  Yang Zhou ,  Zezhong Zhang ,  Tao Yuan ,  Qian Wang ,  Giorgio Ballardin ,  Liren Sun

IPC: G06N3/08 ,  G06N7/00

Abstract: A server accesses a plurality of users' sessions with the web server. Each user session indicating a page flow of a corresponding user session for a plurality of web pages provided by the web server. The server generates a learning model using a neural network based on the plurality of users' sessions. The learning model is configured to predict a next user activity based on a current page flow of a current user session. The next user activity indicating one of continuing the current user session by visiting another web page provided by the web server and ending the current user session. The server dynamically adjusts a content of a web page based on the predicted next user activity.