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Feature construction method and device, equipment and storage medium

A feature construction and feature set technology, applied in special data processing applications, unstructured text data retrieval, resources, etc., can solve problems such as high-dimensional sparseness, features cannot be effectively used, and achieve the effect of increasing feature density

Pending Publication Date: 2021-08-10
BEIJING BAIDU NETCOM SCI & TECH CO LTD
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Problems solved by technology

[0003] However, the user behavior data in the Internet scene has the characteristics of high dimensionality and sparseness, and the sample data in the wind control scene has the characteristics of small sample imbalance. In this case, the tree model commonly used to predict the probability of default has an upper limit, resulting in A large number of features cannot be effectively used

Method used

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  • Feature construction method and device, equipment and storage medium
  • Feature construction method and device, equipment and storage medium
  • Feature construction method and device, equipment and storage medium

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Embodiment Construction

[0019] Exemplary embodiments of the present disclosure are described below in conjunction with the accompanying drawings, which include various details of the embodiments of the present disclosure to facilitate understanding, and they should be regarded as exemplary only. Accordingly, those of ordinary skill in the art will recognize that various changes and modifications of the embodiments described herein can be made without departing from the scope and spirit of the disclosure. Also, descriptions of well-known functions and constructions are omitted in the following description for clarity and conciseness.

[0020] It should be noted that, in the case of no conflict, the embodiments in the present disclosure and the features in the embodiments can be combined with each other. The present disclosure will be described in detail below with reference to the accompanying drawings and embodiments.

[0021] figure 1 An exemplary system architecture 100 to which embodiments of th...

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Abstract

The invention provides a feature construction method and device, equipment, a storage medium and a program product, and relates to the field of artificial intelligence, in particular to the technical field of natural language processing and deep learning. A specific embodiment of the method comprises the following steps: acquiring an original user behavior feature set; determining semantic information of original user behavior characteristics in the original user behavior characteristic set; according to the semantic information, performing feature merging on original user behavior features in the original user behavior feature set, and generating a target user behavior feature set, wherein feature dimensions contained in the target user behavior feature set are smaller than feature dimensions contained in the original user behavior feature set. According to the embodiment, the feature dimension contained in the user behavior feature set is reduced, the feature intensity contained in the user behavior feature set is increased, and the information of the feature semantic level is reserved.

Description

technical field [0001] The present disclosure relates to the field of artificial intelligence, further relates to the technical fields of natural language processing and deep learning, and specifically relates to a feature construction method, device, equipment, storage medium and program product. Background technique [0002] In the risk control scenario, using the user's historical behavior data can predict whether the user will default. Therefore, it is often necessary to process user behavior data to construct user behavior characteristics for risk control modeling. Traditional methods usually directly digitize user behavior data, such as OneHot (one-hot) encoding, calculating mean, variance, etc. [0003] However, the user behavior data in the Internet scene has the characteristics of high dimensionality and sparseness, and the sample data in the wind control scene has the characteristics of small sample imbalance. In this case, the tree model commonly used to predict ...

Claims

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Application Information

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IPC IPC(8): G06Q10/06G06F16/33G06F16/35G06K9/62
CPCG06Q10/0635G06F16/3344G06F16/35G06F18/24323G06F18/214
Inventor 许韩晨玺郝萌许海洋张巨岩陈奇石刘昊骋杨德将武思文鲁俊杉
Owner BEIJING BAIDU NETCOM SCI & TECH CO LTD
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