Object recommendation method and device based on artificial intelligence and electronic device

A technology of artificial intelligence and recommendation method, applied in the field of artificial intelligence, can solve problems such as low precision and limited expression ability of vector representation, and achieve the effect of improving the degree of adaptation and improving accuracy

Active Publication Date: 2021-10-26
TENCENT TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the expressive power of the vector representation is very limited, leading to a large discrepancy between the obtained cosine similarity and the actual similarity, which further leads to low accuracy of object recommendation.

Method used

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  • Object recommendation method and device based on artificial intelligence and electronic device
  • Object recommendation method and device based on artificial intelligence and electronic device
  • Object recommendation method and device based on artificial intelligence and electronic device

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Embodiment Construction

[0042] In order to make the purpose, technical solutions and advantages of the application clearer, the application will be further described in detail below in conjunction with the accompanying drawings. All other embodiments obtained under the premise of creative labor belong to the scope of protection of this application.

[0043] In the following description, references to "some embodiments" describe a subset of all possible embodiments, but it is understood that "some embodiments" may be the same subset or a different subset of all possible embodiments, and Can be combined with each other without conflict.

[0044] In the following description, the term "first\second" is only used to distinguish similar objects, and does not represent a specific order for objects. It is understandable that "first\second" can be used interchangeably when permitted. The specific order or sequence is changed so that the embodiments of the application described herein can be practiced in oth...

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Abstract

The invention provides an object recommendation method and device based on artificial intelligence, an electronic device and a computer readable storage medium. The method comprises the following steps of constructing a tree structure according to a plurality of candidate objects, wherein the tree structure comprises a plurality of layers, the plurality of layers respectively correspond to the object recommendation models, and each layer in the plurality of layers comprises at least one node; screening the plurality of nodes in the tree structure according to the similarity relationship between a training object and the plurality of candidate objects, and constructing a training sample according to the training object and the screened nodes; alternately training the object recommendation model and the tree structure according to the training sample, wherein the trained object recommendation model and the trained tree structure are used for determining a to-be-recommended object in the candidate objects. By means of the present invention, the training effect on the object recommendation model and the tree structure can be improved, and therefore the object recommendation precision is improved, for example, the multimedia data recommendation precision is improved.

Description

technical field [0001] The present application relates to artificial intelligence technology, and in particular to an artificial intelligence-based object recommendation method, device, electronic equipment, and computer-readable storage medium. Background technique [0002] Artificial Intelligence (AI) is a theory, method, technology and application system that uses digital computers or machines controlled by digital computers to simulate, extend and expand human intelligence, perceive the environment, acquire knowledge and use knowledge to obtain the best results. Machine learning (Machine Learning, ML) is the core of artificial intelligence, specializing in the study of how computers simulate or implement human learning behaviors to acquire new knowledge or skills, and reorganize existing knowledge structures to continuously improve their performance. [0003] Personalized recommendation is an important application of machine learning. The goal of personalized recommendat...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/9535G06F16/901G06K9/62G06N3/04G06N3/08
CPCG06F16/9535G06F16/9027G06N3/084G06N3/045G06F18/22
Inventor 石志林
Owner TENCENT TECH (SHENZHEN) CO LTD
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