Label based user collaborative filtering content recommendation method and device

A technology of content recommendation and collaborative filtering, applied in special data processing applications, instruments, electronic digital data processing, etc., can solve the problem of inaccurate recommendations

Active Publication Date: 2016-11-16
BEIJING UNIV OF POSTS & TELECOMM
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The present invention provides a tag-based user collaborative filtering content recommendation method and device to overcome the problem of inaccurate recommendation in the prior art

Method used

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  • Label based user collaborative filtering content recommendation method and device
  • Label based user collaborative filtering content recommendation method and device
  • Label based user collaborative filtering content recommendation method and device

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Embodiment Construction

[0021] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments It is a part of embodiments of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0022] figure 1 It is a schematic flowchart of an embodiment of the tag-based user collaborative filtering content recommendation method of the present invention, as shown in figure 1 As shown, the method of the present embodiment includes:

[0023] Step 101. Obtain label information of a plurality of contents to be recommended;

[0024] The me...

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Abstract

The invention provides a label based user collaborative filtering content recommendation method. The method includes: acquiring label information of a plurality of recommendation contents to be recommended; performing clustering on the label information according to similarities among the label information to obtain a plurality of label clusters; obtaining interest vectors of a plurality of users according to the label information and the label clusters; obtaining the similarities among all the users according to the interest vectors of all the users and first browsing histories of all the users, and determining users associated with a target user according to the similarities among all the users, wherein the first browsing histories include sets of contents which are browsed by the users, and browse time of the contents in the sets; and obtaining recommendations of all the contents to be recommended corresponding to the target user according to the similarities among the target user and the users associated with the target user and the first browsing histories of the users associated with the target user, and performing content recommendation on the target user according to the recommendations. The method is high in recommendation accuracy.

Description

technical field [0001] The present invention relates to the technical field of content recommendation, in particular to a tag-based user collaborative filtering content recommendation method and device. Background technique [0002] With the rapid development of Internet technology, the information on the Internet is increasing exponentially, and the resulting information garbage is also increasing, making it difficult for users to accurately and quickly search for information that meets their requirements in the massive amount of information. information. How to quickly and accurately obtain the information they need has become an urgent need for people. The recommendation system has been widely studied and applied because of its ability to solve the problem of information overload and help users locate the information they need from a large amount of information. [0003] At present, the most commonly used recommendation technology in recommendation system is collaborati...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F17/30
CPCG06F16/9535
Inventor 鄂海红宋美娜胡莺夕王晓晖
Owner BEIJING UNIV OF POSTS & TELECOMM
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