公开(公告)号：US11233761B1

公开(公告)日：2022-01-25

申请号：US16575813

申请日：2019-09-19

申请人： Pinterest, Inc.

发明人： Andrey Dmitriyevich Gusev ,  Wenke Zhang ,  Hsiao-Ching Chang ,  Qinglong Zeng ,  Peter John Daoud ,  Jun Liu ,  Grace Chin ,  Zhuoyuan Li ,  Jacob Franklin Hanger ,  Vincent Bannister

IPC分类号： H04L12/58 ,  G06N20/00

摘要： Systems and method for determining a topic cohesion measurement between a content item and a hyperlinked landing page are presented. In one embodiment, a plurality of content item signals is generated for the content item and a corresponding plurality of signals are generated for the hyperlinked landing page. An analysis of the corresponding signals is conducted to determine a measurement of topic cohesion, a topic cohesion score, between the content item and the hyperlinked landing page. A cohesion predictor model is trained to generate the predictive topic cohesion score between an input content item and a hyperlinked landing page. Upon a determination that the topic cohesion score is less than a predetermined threshold, remedial actions are taken regarding the hyperlink of the content item. Alternatively, positive actions may be carried out, including promoting the content item to others, associating advertisements with the content item, and the like.

公开(公告)号：US20230388261A1

公开(公告)日：2023-11-30

申请号：US18302741

申请日：2023-04-18

申请人： Pinterest, Inc.

发明人： Andrey Dmitriyevich Gusev ,  Wenke Zhang ,  Hsiao-Ching Chang ,  Qinglong Zeng ,  Peter John Daoud ,  Jun Liu ,  Grace Chin ,  Zhuoyuan Li ,  Jacob Franklin Hanger ,  Vincent Bannister

IPC分类号： H04L51/216 ,  H04L51/063 ,  G06N20/00

CPC分类号： H04L51/216 ,  H04L51/063 ,  G06N20/00

摘要： Systems and method for determining a topic cohesion measurement between a content item and a hyperlinked landing page are presented. In one embodiment, a plurality of content item signals is generated for the content item and a corresponding plurality of signals are generated for the hyperlinked landing page. An analysis of the corresponding signals is conducted to determine a measurement of topic cohesion, a topic cohesion score, between the content item and the hyperlinked landing page. A cohesion predictor model is trained to generate the predictive topic cohesion score between an input content item and a hyperlinked landing page. Upon a determination that the topic cohesion score is less than a predetermined threshold, remedial actions are taken regarding the hyperlink of the content item. Alternatively, positive actions may be carried out, including promoting the content item to others, associating advertisements with the content item, and the like.

公开(公告)号：US11665121B2

公开(公告)日：2023-05-30

申请号：US17579386

申请日：2022-01-19

申请人： Pinterest, Inc.

发明人： Andrey Dmitriyevich Gusev ,  Wenke Zhang ,  Hsiao-Ching Chang ,  Qinglong Zeng ,  Peter John Daoud ,  Jun Liu ,  Grace Chin ,  Zhuoyuan Li ,  Jacob Franklin Hanger ,  Vincent Bannister

IPC分类号： H04L51/216 ,  H04L51/063 ,  G06N20/00

CPC分类号： H04L51/216 ,  G06N20/00 ,  H04L51/063

摘要： Systems and method for determining a topic cohesion measurement between a content item and a hyperlinked landing page are presented. In one embodiment, a plurality of content item signals is generated for the content item and a corresponding plurality of signals are generated for the hyperlinked landing page. An analysis of the corresponding signals is conducted to determine a measurement of topic cohesion, a topic cohesion score, between the content item and the hyperlinked landing page. A cohesion predictor model is trained to generate the predictive topic cohesion score between an input content item and a hyperlinked landing page. Upon a determination that the topic cohesion score is less than a predetermined threshold, remedial actions are taken regarding the hyperlink of the content item. Alternatively, positive actions may be carried out, including promoting the content item to others, associating advertisements with the content item, and the like.

公开(公告)号：US20220150203A1

公开(公告)日：2022-05-12

申请号：US17579386

申请日：2022-01-19

申请人： Pinterest, Inc.

发明人： Andrey Dmitriyevich Gusev ,  Wenke Zhang ,  Hsiao-Ching Chang ,  Qinglong Zeng ,  Peter John Daoud ,  Jun Liu ,  Grace Chin ,  Zhuoyuan Li ,  Jacob Franklin Hanger ,  Vincent Bannister

IPC分类号： H04L51/00 ,  H04L51/063 ,  G06N20/00

摘要： Systems and method for determining a topic cohesion measurement between a content item and a hyperlinked landing page are presented. In one embodiment, a plurality of content item signals is generated for the content item and a corresponding plurality of signals are generated for the hyperlinked landing page. An analysis of the corresponding signals is conducted to determine a measurement of topic cohesion, a topic cohesion score, between the content item and the hyperlinked landing page. A cohesion predictor model is trained to generate the predictive topic cohesion score between an input content item and a hyperlinked landing page. Upon a determination that the topic cohesion score is less than a predetermined threshold, remedial actions are taken regarding the hyperlink of the content item. Alternatively, positive actions may be carried out, including promoting the content item to others, associating advertisements with the content item, and the like.