Loss optimization-based accounting voucher generation method and device and storage medium

A technology of accounting vouchers and loss functions, applied in the field of artificial intelligence, can solve the problems of difficult and accurate generation, poor classification and prediction accuracy, poor accounting accuracy, etc., and achieve the effects of improving accuracy, fast convergence speed, and improving accuracy

Active Publication Date: 2022-01-14
CHANJET INFORMATION TECH CO LTD
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AI Technical Summary

Problems solved by technology

Bank journals can be used to automatically generate vouchers through methods such as artificial intelligence and user memory, but there is a problem of low accuracy in the generation of vouchers involving social security and value-added tax.
[0003] After research, it was found that the main reason for this defect is that the artificial intelligence software directly generates bookkeeping vouchers. Due to the complexity of social insurance

Method used

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  • Loss optimization-based accounting voucher generation method and device and storage medium
  • Loss optimization-based accounting voucher generation method and device and storage medium
  • Loss optimization-based accounting voucher generation method and device and storage medium

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[0032] The application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain related inventions, rather than to limit the invention. It should also be noted that, for the convenience of description, only the parts related to the related invention are shown in the drawings.

[0033] It should be noted that, in the case of no conflict, the embodiments in the present application and the features in the embodiments can be combined with each other. The present application will be described in detail below with reference to the accompanying drawings and embodiments.

[0034] figure 1 It shows a method for generating accounting vouchers based on optimization loss of the present invention, the method includes:

[0035] Optimization step S101, using the optimized loss function to train the initialized prediction model based on historical da...

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Abstract

The invention provides a loss optimization-based accounting voucher generation method and device and a storage medium, and the method comprises the steps: an optimization step: training an initialized prediction model based on historical data through employing an optimized loss function, and obtaining a trained optimized prediction model; an identification step: using the optimization prediction model to predict and classify the journal data to obtain the category of the journal data; a selection step: selecting a processing strategy corresponding to the predicted category of the journal data from a preset strategy correspondence table; and a processing step of processing the journal data based on the selected processing strategy to generate an accounting voucher. A traditional loss function is optimized, variance calculation is carried out on the first k samples in the n samples according to the sequence from small to large, then calculation is carried out on the last n-k samples with large variance values, and the accuracy of overall certificate generation is improved.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, in particular to a method, device and storage medium for generating accounting vouchers based on optimization losses. Background technique [0002] The existing financial software processing process is automatically generating bank journals through RPA, OCR, bank-enterprise interconnection and other capabilities to improve the overall financial processing efficiency. Bank journals can be used to automatically generate vouchers through methods such as artificial intelligence and user memory, but there is a problem of low accuracy in the generation of vouchers involving social security and value-added tax. [0003] After research, it was found that the main reason for this defect is that the artificial intelligence software directly generates bookkeeping vouchers. Due to the complexity of social insurance and tax bookkeeping rules, it is difficult to generate accurately, and...

Claims

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Application Information

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IPC IPC(8): G06Q10/10G06Q10/04G06Q40/00G06K9/62G06N3/08
CPCG06Q10/10G06Q10/04G06Q40/123G06N3/08G06F18/241
Inventor 黄斌
Owner CHANJET INFORMATION TECH CO LTD
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