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Method, device, electronic device and storage medium for determining video exposure

A technology of exposure and video, applied in electrical components, image communication, selective content distribution, etc., can solve problems such as mining, lack of interactive data correlation, and video that cannot well meet user expectations, and achieve the effect of improving the degree of matching

Active Publication Date: 2022-06-03
MIGU COMIC CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Embodiments of the present invention provide a method, device, electronic device, and storage medium for determining the exposure of a video, to solve the problem that the video recommended by the existing method lacks the mining of the relationship between interaction data, so that the recommended video cannot be very fast. Well in line with user expectations

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  • Method, device, electronic device and storage medium for determining video exposure
  • Method, device, electronic device and storage medium for determining video exposure
  • Method, device, electronic device and storage medium for determining video exposure

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Embodiment Construction

[0023] Wherein, the preset model is used to perform unsupervised learning on the user interaction data of the video.

[0028] In order to dig out the correlation between various types of user interaction data of the video, it is necessary to train the preset model.

[0033] Wherein, the preset model is trained by the user interaction data of the full amount of users to the video.

[0034] Among them, for each type of user interaction data, the weight of the edge from the input layer to the hidden layer H1 layer, or the input layer will be determined by the input layer.

[0039] For example, the user interaction data includes x

[0043] According to the numerical type, various types of user interaction data in the training sample are divided into different categories, wherein the numerical value

[0044] For each category, determine various types of user interactions according to the data meanings of the various types of user interaction data in the category

[0045] As shown in Fig...

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Abstract

Embodiments of the present invention provide a method, device, electronic device, and storage medium for determining video exposure, and use a preset model to dig out associations between various user interaction data of videos through unsupervised learning. For any target video, the exposure amount of the target video is determined according to the user interaction data of the target video and the correlation represented by weight. The preset model digs deep into the relationship between various user interaction data. Applying this relationship to the determination of video exposure will help improve the degree of consistency between the recommended video and user expectations.

Description

Method, apparatus, electronic device and storage medium for determining video exposure technical field The present invention relates to the technical field of machine learning and video analysis, especially relate to a kind of method of determining video exposure amount [0001] methods, devices, electronic equipment and storage media. Background technique [0002] With the development of Internet technology, it is more and more important for video (especially short video) recommendation to meet user expectations. now In the existing technology, video recommendation is usually performed based on information such as the rating of the video, the number of ratings, the number of comments, and the number of views. Higher videos give higher exposure. However, the existing recommendation method does not take into account the differences between videos and users. The correlation between class interaction data leads to a large gap between recommended videos and user expectatio...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04N21/466H04N21/24H04N21/25
CPCH04N21/4668H04N21/4667H04N21/4666H04N21/2407H04N21/251
Inventor 陈石
Owner MIGU COMIC CO LTD