Business distribution method and device based on reinforcement learning, equipment and storage medium
A technology that strengthens learning and allocation methods, applied in machine learning, instruments, computing models, etc., can solve problems such as lack of persuasiveness, adverse effects of business allocation accuracy, and low business allocation accuracy
Pending Publication Date: 2021-02-19
PING AN TECH (SHENZHEN) CO LTD
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Problems solved by technology
[0004] Due to the differences in the quality of business information provided by different subsidiaries, it is not convincing to evaluate the business contribution of each subsidiary only from the amount of business information provided by the subsidiaries, and it is easy to lead the subsidiaries to maximize their own interests. Under the oriented goal, a large amount of low-quality business information is used to obtain a large business contribution, which has a great negative impact on the accuracy of the overall business allocation, resulting in low accuracy of business allocation
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Embodiment Construction
[0068] Embodiments of the present invention provide a service allocation method, device, device and storage medium based on reinforcement learning, which improves the accuracy of service allocation.
[0069] The terms "first", "second", "third", "fourth", etc. (if any) in the description and claims of the present invention and the above drawings are used to distinguish similar objects, and not necessarily Used to describe a specific sequence or sequence. It is to be understood that the terms so used are interchangeable under appropriate circumstances such that the embodiments described herein can be practiced in sequences other than those illustrated or described herein. Furthermore, the term "comprising" or "having" and any variations thereof, are intended to cover a non-exclusive inclusion, for example, a process, method, system, product or device comprising a sequence of steps or elements is not necessarily limited to those explicitly listed instead, may include other step...
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The invention relates to the technical field of artificial intelligence, and provides a business distribution method and device based on reinforcement learning, equipment and a storage medium, which are used for improving the accuracy of service allocation. The business distribution method based on reinforcement learning comprises the following steps: carrying out selection probability predictionon feature vector information of mechanism private data based on a plurality of participation ends to obtain a selection probability; sampling the feature vector information through the selection probability to obtain sampling gradient information; updating model parameters of a preset service evaluation federation model according to the sampling gradient information to obtain an updated federation evaluation model, and calculating a reward value by updating the federation evaluation model; through a preset evaluator and a reward value, carrying out value evaluation on the feature vector information to obtain a participant contribution degree; and according to the contribution degree of the participant, carrying out business distribution on the plurality of participant ends to obtain participant business distribution information. In addition, the invention also relates to a blockchain technology, and the institution private data can be stored in the blockchain.
Description
technical field [0001] The present invention relates to the field of machine learning of artificial intelligence, and in particular to a service allocation method, device, equipment and storage medium based on reinforcement learning. Background technique [0002] With the development of Internet technology and business, the management, control and transfer of business information by various enterprises and institutions has become the focus of various enterprises and institutions. For example: according to the business information provided by all subsidiaries of the enterprise, the Enterprises carry out business distribution. [0003] At present, in order to better allocate business to each subsidiary company based on the business information provided by all subsidiary companies of the enterprise, the business contribution of the subsidiary company is generally evaluated according to the data volume of the business information provided by the subsidiary company. The assessed...
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Login to View More IPC IPC(8): G06Q10/06G06N20/00
CPCG06Q10/06312G06N20/00
Inventor 朱星华王健宗
Owner PING AN TECH (SHENZHEN) CO LTD