Financial process mining method based on reinforcement learning and related device

Abstract

The invention discloses a financial process mining method based on reinforcement learning and a related device, and provides a better environmental basis for the whole formation process of a decision by adopting a mode of establishing an environmental model by sampling. And through algorithm iteration of the reinforcement learning planning method, errors of the decision scheme are reduced, and the decision scheme is more accurate. And prediction is carried out through decision specification constraints and fact constraints, so that the decision scheme can be actually applied to scenes, and the reliability and practicability are improved. Finally, efficiency evaluation is performed on the whole decision generation process, the accuracy of the decision generation process is verified, and the accuracy and safety of the final decision are improved. The limitation that the conventional process automatic mining solidification technology and calculation depend on a template is broken through, so that the process mining is easier to maintain, and the generated final decision content is more professional and safer; dependence of a current process automatic mining method on process visualization data resources is avoided, and a final decision can still be obtained under the condition of the process visualization data resources.

Description

technical field [0001] The present invention relates to the technical field of data processing, in particular to a reinforcement learning-based financial process mining method and a related device. Background technique [0002] In recent years, with the rapid development of science and technology, we have ushered in the era of digital information. my country is in the period of digital transformation and high-level transformation of traditional industries. Driven by the background of the new era, innovation and reform in the power industry, one of my country's traditional industries, is also inevitable development. The financial management of power grid companies has a large number of repetitive and mechanically processed basic tasks, such as checking invoices and accounting data, reconciliation, invoice verification, etc. Such tasks occupy a lot of energy of financial personnel, and the efficiency and quality of financial processing are affected. [0003] Robotic Process A...

AI Technical Summary

Problems solved by technology

In related technologies, known financial processes are solidified in the robot designer to generate RPA robots for financial personnel to use. However, financial personnel cannot specify which businesses can be realized using RPA robots, and need repeated communication and research between demand personnel and financial personnel. Business sorting and excavation can only be realized, and the efficiency is low

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