Cash flow prediction model construction method and cash flow prediction method

A flow forecasting and cash technology, applied in the field of data processing, can solve the problems of inability to meet customer withdrawal needs, low accuracy and efficiency, and poor profitability.

Active Publication Date: 2020-06-09
AGRICULTURAL BANK OF CHINA
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Problems solved by technology

[0002] The cash stock management of bank outlets is the basis for carrying out cash business. The more cash in bank outlets, the stronger the liquidity, and the worse the profitability; insufficient cash in inventory will lead to the inability to meet the withdrawal needs of customers. Therefore, how to control the inventory of bank outlets Keeping the amount within a reasonable range is the basic problem faced by the bank's cash operation management
[0003] In the prior art, the manual estimation method is usually used to estimate the cash flow. This method is highly subjective, relies heavily on the forecaster's own experience, and has low accuracy and efficiency.

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  • Cash flow prediction model construction method and cash flow prediction method

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Embodiment Construction

[0048] 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.

[0049] From the above introduction, it can be known that in the prior art, the method of manual forecasting is usually used to predict the cash flow, but the accuracy and efficiency of this method are low. In order to solve the above problems, the applicant found that it is possible to train the machine learning model The method, using the trained machine learning model, can realize the automatic forecasting of cash flow.

[0050] However, currently, the machi...

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Abstract

The invention discloses a cash flow prediction model construction method and a cash flow prediction method, and the method comprises the steps: obtaining the original sample data of at least one dimension, and enabling the original sample data of each dimension to be a factor affecting the cash flow; preprocessing the original sample, and constructing a multivariate time sequence based on the original sample to obtain a training sample; and performing training at least one preset machine learning model based on the training sample, and fusing the trained machine learning models to obtain a cash flow prediction model. Therefore, automatic prediction of the cash flow is realized, data of at least one dimension is adopted, a multivariate time sequence is constructed for the data, the complexity of the sample is improved, and the accuracy of model prediction is further improved. In addition, a plurality of trained models are fused, the advantages of all the models are combined, and the prediction accuracy of the cash flow prediction model is further improved.

Description

technical field [0001] The invention relates to the field of data processing, in particular to a method for constructing a cash flow model and a method and device for predicting cash flow. Background technique [0002] The cash stock management of bank outlets is the basis for carrying out cash business. The more cash in bank outlets, the stronger the liquidity, and the worse the profitability; insufficient cash in inventory will lead to the inability to meet the withdrawal needs of customers. Therefore, how to control the inventory of bank outlets Keeping the amount within a reasonable range is a basic problem faced by banks in cash operation and management. [0003] In the prior art, the manual estimation method is usually used to estimate the cash flow. This method has strong subjectivity, relies heavily on the forecaster's own experience, and has low accuracy and efficiency. Contents of the invention [0004] In view of this, the embodiment of the present invention di...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06Q40/02G06N20/00
CPCG06Q10/04G06Q40/02G06N20/00Y02P90/30
Inventor 陆春晖李鹏刁志勇李若豪
Owner AGRICULTURAL BANK OF CHINA
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