Invention Grant
- Patent Title: Systems and methods for using link graphs to demote links to low-quality webpages
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Application No.: US15816121Application Date: 2017-11-17
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Publication No.: US10706114B2Publication Date: 2020-07-07
- Inventor: Sijian Tang , Jiayi Wen , James Li , Shengbo Guo , Chenzhang He , Jiun-Ren Lin
- Applicant: Facebook, Inc.
- Applicant Address: US CA Menlo Park
- Assignee: Facebook, Inc.
- Current Assignee: Facebook, Inc.
- Current Assignee Address: US CA Menlo Park
- Agency: FisherBroyles, LLP
- Main IPC: G06F16/9535
- IPC: G06F16/9535 ; G06F16/248 ; G06F16/958 ; G06F16/901 ; G06F16/2457 ; G06F16/955 ; G06N20/00 ; G06N7/00

Abstract:
The disclosed computer-implemented method may include (1) sampling links from an online system, (2) receiving, from a human labeler for each of the links, a label indicating whether the human labeler considers a landing page of the link to be a low-quality webpage, (3) generating a link graph from a crawl of the links, (4) using the link graph to derive a graph-based feature for each of the links, (5) using the label and the graph-based feature of each of the links to train a model configured to predict a likelihood that a link is to a low-quality webpage, (6) identifying content items that are candidates for a content feed of a user, (7) applying the model to the content items to determine a ranking, and (8) displaying the content items in the content feed based on the ranking. Various other methods, systems, and computer-readable media are also disclosed.
Public/Granted literature
- US20190155952A1 SYSTEMS AND METHODS FOR USING LINK GRAPHS TO DEMOTE LINKS TO LOW-QUALITY WEBPAGES Public/Granted day:2019-05-23
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