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Artwork recommendation method and device, readable medium and electronic equipment

A recommendation method and art technology, applied in the computer field, can solve the problem of not being able to add individual user preferences

Active Publication Date: 2019-06-25
HEFEI UNIV OF TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, when actually obtaining the interest preferences of a group, the individual user preferences in the group cannot be simply summed up. Not all artworks collected and / or purchased by users can represent the interest preferences of the group. In addition, it is necessary to take into account the differences in the distribution of user interests, etc.

Method used

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  • Artwork recommendation method and device, readable medium and electronic equipment
  • Artwork recommendation method and device, readable medium and electronic equipment
  • Artwork recommendation method and device, readable medium and electronic equipment

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Embodiment Construction

[0118] In order to make the purpose, technical solution and advantages of the present invention clearer, the technical solution of the present invention will be clearly and completely described below in conjunction with specific embodiments and corresponding drawings. Apparently, the described embodiments are only some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0119] For ease of understanding, the background concepts involved in the embodiments of the present invention are briefly explained below.

[0120] Classic recommendation system

[0121] Collaborative filtering, the most widely used method in recommender systems, is based on the assumption that users with similar interests are likely to behave similarly in the future. At present, colla...

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PUM

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Abstract

The embodiment of the invention provides an artwork recommendation method and device, a readable medium and electronic equipment, and the method comprises the steps: firstly, the learning of the picture style characteristics of artworks is performed, and then the clustering is performed, thereby enabling the artworks with similar styles to be classified, enabling the dimensionality of the artworksto be reduced, and achieving the purpose of solving the problem of the sparsity of data; Then, the characteristic division Dirichlet process model can screen the preferences of the user groups to obtain style labels which can represent the group interests of the user groups, and then the group interests of the user groups are divided in a finer-grained manner according to the style labels; And finally, performing personalized recommendation according to the obtained style label distribution of each potential group and the probability distribution of the user belonging to each potential group,and generating a recommendation list. According to the technical scheme provided by the embodiment of the invention, the prediction accuracy and recall rate can be effectively improved.

Description

technical field [0001] The present invention relates to the field of computer technology, in particular to a method, device, readable medium and electronic equipment for recommending artworks. Background technique [0002] With the development of the Internet, there are more and more virtual groups, such as shopping groups, interest groups, and social groups. Group users may have connections and similarities to a certain extent, and obtaining group interest preferences through these similarities and connections is of great significance for personalized recommendations. [0003] The existing recommendation method is to combine the user files in the group into a group file, and generate a recommendation list for a single user in the group according to the group file. However, when actually obtaining the interest preferences of the group, the individual user preferences in the group cannot be simply summed up. Not all artworks collected and / or purchased by users can represent ...

Claims

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Application Information

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IPC IPC(8): G06F16/53G06K9/62
Inventor 姜元春毕文亮刘业政孙见山孙春华陈夏雨陶丹丹丁正平何建民
Owner HEFEI UNIV OF TECH
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