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A social activity recommendation method in mobile social network

A mobile social network, recommendation method technology, applied in the field of social activity recommendation, can solve problems such as dependence and cold start

Active Publication Date: 2020-04-21
UNIV OF ELECTRONICS SCI & TECH OF CHINA
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Although this method does not depend on the content of the thing, it needs to rely on the user's rating of the thing, and it will encounter initialization problems such as "cold start"

Method used

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  • A social activity recommendation method in mobile social network
  • A social activity recommendation method in mobile social network
  • A social activity recommendation method in mobile social network

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Experimental program
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Embodiment Construction

[0064] The technical solution of the present invention will be further described below in conjunction with the accompanying drawings.

[0065] The terms used in this application are defined as follows:

[0066] 1. The tag similarity between users and social activities: that is, the similarity between the user's interest tag set and the social activity attribute tag set.

[0067] 2. Geographic location preference: that is, the normalized probability value of the user's willingness to participate in the social activity when the user's current location and the place where the social activity is held are at a certain distance.

[0068] 3. The similarity between the user and the friends of the social event: that is, the similarity between the user's friend set and the set of currently registered participants of the social event.

[0069] 4. User preference value: that is, the user's preference value obtained by a content-based recommendation algorithm for a certain social activity...

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Abstract

The invention discloses a social activity recommendation method in a mobile social network, comprising the following steps: S1, calculating the label similarity between any user and any social activity; S2, calculating the geographic location between any user and any social activity Preference degree; S3, calculating the friend similarity between any user and any social activity; S4, calculating the user preference of any user for any social activity; S5, calculating the similarity between any user and any friend; S6, Calculate any user's preference based on collaborative filtering for any social activity; S7, calculate the user's preference score for social activities; S8, recommend social activities to the target user according to the target user's preference score for all social activities. The social activity recommendation algorithm of the present invention solves the limitation of mechanization of recommendation results caused by content-based recommendation, making the recommended social activities more targeted and accurate.

Description

technical field [0001] The invention belongs to the technical field of data mining and user behavior analysis, and in particular relates to a social activity recommendation method in a mobile social network. Background technique [0002] A mobile social network is a social network that is interconnected by multiple users with similar interests or common points through mobile terminals such as mobile phones or tablet computers. It combines the sociality of social networks and the mobility of mobile communication networks. Mobile communication system for social relations. However, these social network systems are mainly limited to individual users and their common points, such as common interests, same friends, etc., which cannot enable people to grab real social activity information and social resources. Thus, the concept of "mobile social network based on theme activities" was proposed. Mobile social networks based on themed activities are based on mobile devices and conne...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/9535G06F16/9536G06F16/9537G06Q50/00
CPCG06F16/9535G06F16/9537G06Q50/01
Inventor 冷甦鹏赵凯韦云凯李博陈笑沙
Owner UNIV OF ELECTRONICS SCI & TECH OF CHINA
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