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Data processing method and device

A technology for data processing and training data, applied in the computer field, it can solve problems such as single processing value, and achieve the effects of ensuring stability, improving the speed of strategy iteration, and rational and scientific data processing.

Inactive Publication Date: 2019-12-03
JINGDONG TECH HLDG CO LTD
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  • Abstract
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  • Claims
  • Application Information

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Problems solved by technology

[0007] In view of this, the embodiment of the present invention provides a data processing method and device, which can realize data processing according to multiple strategies with priority order, thereby realizing the analysis method based on target value disassembly and synthesis corresponding to it The loss function of the traditional decision tree solves the problem of single processing value, making the processing of data more reasonable and scientific

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Embodiment Construction

[0032] Exemplary embodiments of the present invention are described below in conjunction with the accompanying drawings, which include various details of the embodiments of the present invention 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 invention. Also, descriptions of well-known functions and constructions are omitted in the following description for clarity and conciseness.

[0033] The strategy of the present invention specifically refers to an automated processing flow, such as recommendation, credit granting, etc., that is, a decision-making flow for a series of decisions based on different characteristics and values. Different from traditional machine learning, the main characteristics of the strategy are:

[0034] 1. Strategy is a judgmen...

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Abstract

The invention discloses a data processing method and device, and relates to the technical field of computers. One specific embodiment of the method comprises the following steps: determining a training data set for training a data processing model, wherein the data processing model is used for carrying out data processing according to a plurality of strategies with priority sequences; and according to the sequence of the priorities of the strategies from high to low and a preset strategy combination mode, sequentially generating a decision tree corresponding to each strategy, and taking the decision tree corresponding to the strategy with the lowest priority as a data processing model. According to the embodiment, data processing can be carried out according to a plurality of strategies with priority sequences, so that the problem of single processing value of a traditional decision tree is solved by an analysis method based on target value disassembly and integration and a loss function corresponding to the analysis method, and data processing is more reasonable and scientific.

Description

technical field [0001] The present invention relates to the field of computer technology, in particular to a data processing method and device. Background technique [0002] Whether it is a marketing scenario or a risk control scenario, as long as it involves the automated processing of a specific business, it usually does not rely on only one model to formulate an automated processing plan, because the model usually only provides a single value measurement, and the automated processing plan usually considers multiple value factors (For example: stability, overdue rate, credit, coverage, etc.), this automatic processing solution for multi-value measurement is what we usually call "strategy". The strategy usually considers the implementation of the decision tree. The traditional decision tree, like other machine learning models, requires the minimum structural risk, that is, the minimum comprehensive experience risk and generalization error. [0003] In the course of realizi...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/22G06F16/28
CPCG06F16/2246G06F16/284
Inventor 刘栋程建波彭南博郑爱国
Owner JINGDONG TECH HLDG CO LTD
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