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A prediction method and device for a scorecard model

A prediction method and scorecard technology, applied in the computer field, can solve the problems that the scorecard model cannot be mapped, and the multi-party scorecard model prediction does not conform to privacy protection.

Active Publication Date: 2021-09-14
BEIJING REALAI TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, WeBank's FATE solution is aimed at a relatively simple forecasting scenario, which does not meet the needs of privacy-preserving multi-party scorecard model forecasting
The secret sharing scheme provides a solution to split the data into "secrets" and perform secure calculations according to the protocol. At present, it is not possible to map the scorecard model with logical information into "secrets" and ensure the privacy protection of multi-party information

Method used

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  • A prediction method and device for a scorecard model
  • A prediction method and device for a scorecard model
  • A prediction method and device for a scorecard model

Examples

Experimental program
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Effect test

Embodiment 1

[0031] refer to figure 2 The flow chart of the prediction method of the scorecard model shown, the method includes the following steps:

[0032] Step S202, acquiring a scorecard model; wherein, the scorecard model includes an initial prediction algorithm for predicting objects to be scored.

[0033] In this embodiment, the scorecard model is a scorecard model involving multiple participants, one of which is the model provider of the scorecard model, and the data used in the process of predicting the object to be scored through the scorecard model is Provided by at least two other parties (that is, data holders) other than the model provider. Taking the scorecard model involving three parties (a, b, and c) as an example, as shown in Table 1, in the scenario of the scorecard model involving three parties, the final score of the object to be scored is obtained by the model holder and is obtained by the model holder. get.

[0034]The scorecard model can include the following s...

Embodiment 2

[0056] refer to image 3 The structural block diagram of the forecasting device of the scorecard model shown in the present disclosure, the predicting device of the scorecard model provided by the embodiment of the present disclosure includes the following modules:

[0057] A model acquiring module 302, configured to acquire a scorecard model; wherein, the scorecard model includes an initial prediction algorithm for predicting objects to be scored;

[0058] A conversion module 304, configured to convert the initial prediction algorithm into a target prediction algorithm based on a preset conversion algorithm; wherein, the intermediate calculation results of the conversion algorithm are stored in different participants in a secret manner;

[0059] The prediction module 306 is configured to predict the score value of the object to be scored according to the scorecard model using the target prediction algorithm, and the score value is obtained by the model provider.

[0060] The...

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Abstract

The present disclosure relates to a prediction method and device for a scorecard model. The method includes: obtaining a scorecard model; wherein, the scorecard model includes an initial prediction algorithm for predicting objects to be scored; based on a preset conversion algorithm, the initial prediction The algorithm is transformed into a target prediction algorithm; wherein, the intermediate calculation results of the conversion algorithm are stored in different parties in a secret manner; according to the scorecard model using the target prediction algorithm, the score value of the object to be scored is predicted, and the score value is provided by the model get it. The disclosure can better realize data privacy protection in a multi-party scorecard model prediction scenario.

Description

technical field [0001] The present disclosure relates to the field of computer technology, in particular to a method and device for predicting a scorecard model. Background technique [0002] In the scenario of a multi-party scorecard model (taking three-party participation as an example), two of the participants each hold a part of the feature data, called the data holder, and the third participant holds the scorecard model, called the model holder. Proper. In the score prediction process, the final score is obtained by the model holder, but the feature data used to calculate the score comes from the data holder. In the data privacy protection scenario, the following requirements need to be met: the characteristic data of the data holder cannot be directly or indirectly leaked to other participants, and the score model of the model holder cannot be leaked to other participants; at the same time, the final score collection On the model holder side. [0003] In order to me...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F21/62G06F21/60
CPCG06F21/602G06F21/6245
Inventor 不公告发明人
Owner BEIJING REALAI TECH CO LTD
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