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Scoring determination method and device and electronic equipment

A technology of eigenvectors and items, applied in the Internet field, can solve the problems of influence accuracy, joint matrix model, the first eigenvector and the second eigenvector are not accurate enough, etc.

Active Publication Date: 2019-12-06
BEIJING QIYI CENTURY SCI & TECH CO LTD
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Problems solved by technology

[0004] However, in the training process of the joint matrix model, the characteristic data of the dimension with a small amount of data in the training data is often ignored, and only the characteristic data of the dimension with a large amount of data is considered, which leads to the first eigenvector and The second eigenvector is not accurate enough, which affects the accuracy of scoring determination

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  • Scoring determination method and device and electronic equipment
  • Scoring determination method and device and electronic equipment
  • Scoring determination method and device and electronic equipment

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Embodiment Construction

[0078] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. 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.

[0079] In order to solve the problem that the first eigenvector and the second eigenvector obtained through joint matrix model training are not accurate enough and affect the accuracy of scoring determination, an embodiment of the present invention provides a scoring determination method. This method applies to any electronic device. The electronic device obtains the target feature data of the target user, and according to the target feature data, determines s...

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Abstract

The embodiment of the invention provides a score determination method and device and electronic equipment. The scheme is as follows: obtaining target feature data of a target user; depending on targetfeature data, determining a similar user similar to the target user from the plurality of sample users; and, according to a first feature vector of a similar user in a basic domain and a second feature vector of each to-be-scored article included in a trained preset matrix model, determining an expected score of the target user for each to-be-scored article, wherein the preset matrix model comprises a conversion matrix and first and second feature vectors on different data domains, the conversion matrix is used for converting the first feature vectors corresponding to the feature matrixes ofthe different data domains, and the conversion between the second feature vectors corresponding to the feature matrixes of the different data domains is used for recommending the to-be-scored articleto the target user. Through the technical scheme provided by the embodiment of the invention, the accuracy of score determination is effectively improved.

Description

technical field [0001] The present invention relates to the technical field of the Internet, in particular to a scoring determination method, device and electronic equipment. Background technique [0002] With the continuous development of Internet technology, there are more and more items on the Internet, such as videos, e-books, commodities and so on. With the increase of items on the network, how to accurately determine the items that users may be interested in is particularly important. In a common manner, items that the user is interested in can be determined according to the user's rating of each item. [0003] When determining the user's rating for each item, not all users have a corresponding rating for each item, therefore, it is inevitable to determine the user's expected rating for each item. At present, when determining the expected rating, the user feature data of multiple sample users, the item feature data of multiple items to be rated, and the historical ra...

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Application Information

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IPC IPC(8): G06F16/9535G06Q30/06
CPCG06F16/9535G06Q30/0631
Inventor 王颖
Owner BEIJING QIYI CENTURY SCI & TECH CO LTD
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