Group activity recommendation method and system, electronic equipment and readable storage medium

A recommendation method and group technology, applied in neural learning methods, electrical digital data processing, instruments, etc., can solve generalization, mutual influence between mobile group members and dynamic decision-making process, difficult to form input, group-oriented The recommendation effect is not ideal enough to achieve the effect of easy acceptance and high member consensus

Active Publication Date: 2021-08-10
SHANDONG UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0006] In response to the above problems, the previous group recommendation methods focused on the aggregation or fusion of the personal preferences of members in the group, or learned the preferences of the group members by training a neural network model, and completed the recommendation for the group. However, in each In the species group recommendation method, the interaction between mobile group members and the dynamic decision-making process are difficult to form input, and are represented by training models, and also face the problems of generalization and training
In short, group-oriented recommendations are not ideal

Method used

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  • Group activity recommendation method and system, electronic equipment and readable storage medium
  • Group activity recommendation method and system, electronic equipment and readable storage medium
  • Group activity recommendation method and system, electronic equipment and readable storage medium

Examples

Experimental program
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Effect test

Embodiment 1

[0039] like figure 1 As shown, this embodiment provides a group activity recommendation method for a mobile computing environment, including:

[0040]S1: According to the historical group activity information predicts the probability of a member of the candidate activity, according to the probability of a member, the personal preference activity sequence is obtained according to the probability of preference;

[0041] S2: A collection of group recommended activities in accordance with the personal preference activity sequence, which is recommended for any group recommended activities, and obtain the score of the group recommended activity according to the individual ratings and collective scores of the members;

[0042] S3: The score of the member's recommended activity based on the member is obtained by the embedded preference matrix of any two group recommended activities. According to the fuzzy preference matrix of any two members, the group consistent matrix is ​​obtained. The...

Embodiment 2

[0109] This embodiment provides a group activity recommendation system, including:

[0110] Personal prediction modules are configured to predict the preference probability of the candidate activity based on the historical group activity information, according to the probability of the candidate activity, depending on the probability of preferences;

[0111] The score module is configured to obtain a group recommended activity collection according to the personal preference activity sequence, and the recommended activity is obtained according to the individual score of the member and the collective score of the group;

[0112] The consensus module is configured to obtain the fuzzy preference matrix of any two group recommended activities based on the membership of each group, and obtain the group's consensus on the fuzzy preference matrix of any two members. Matrix to obtain the average coordination of the group;

[0113] The consensus adjustment module is configured to obtain mem...

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Abstract

The invention discloses a group activity recommendation method and system, electronic equipment and a readable storage medium; the method comprises the steps: predicting the preference probability of members in a group for candidate activities according to historical group activity information, thereby obtaining a personal preference activity sequence of the members; obtaining a group recommendation activity set and scores of group recommendation activities according to the personal preference activity sequence; obtaining a fuzzy preference relation matrix of the members for the recommended activities of any two groups according to the scores of the members for the recommended activities of each group, and obtaining a consensus matrix of the groups according to the fuzzy preference relation matrix of any two members so as to obtain an average consensus degree of the groups; and according to the average consensus degree of the group, obtaining members deviating from the consensus degree in the group and group recommendation activities not reaching the target consensus degree, and adjusting the members and the group recommendation activities to obtain an optimal group activity recommendation result. According to the method, the recommendation result has a higher member consensus degree and can be accepted by group members more easily.

Description

Technical field [0001] The present invention belongs to the field of group movement recommendation, in particular, to a group activity recommendation method, system, electronic device, and readable storage medium. Background technique [0002] The statement of this section is merely the background technology information associated with the present invention, which is not necessarily constituted in prior art. [0003] With the rapid development of the Internet, simple online interactions can no longer meet the needs of users, and mobile social intercourse uses social activities from virtual network space to real physical world, making it more convenient and deeply integrated into people's lives. middle. Based on the online activities, participate in the population trend of social networks in groups, and for groups, it is urgent to be a problem to be solved for the group's activities. [0004] In the study, it was found that the recommendation of the group movement faced a big chal...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/9536G06F17/16G06N3/08
CPCG06F16/9536G06F17/16G06N3/08
Inventor 何伟连小萌崔立真郭伟李晖
Owner SHANDONG UNIV
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