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Data sharing method and device based on federated data and federated services

A data sharing and federation technology, applied in the field of data processing, can solve problems such as security requirements restricting data flow, and achieve the effect of federalization

Active Publication Date: 2021-09-24
数据堂(北京)科技股份有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Therefore, for artificial intelligence technology, data circulation is required on the one hand, but security requirements severely restrict data circulation
In this case, the traditional data analysis mechanism cannot meet the regulatory requirements, and its essence is to change the data-centralized analysis technology into a data-distributed analysis technology

Method used

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  • Data sharing method and device based on federated data and federated services
  • Data sharing method and device based on federated data and federated services
  • Data sharing method and device based on federated data and federated services

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Embodiment Construction

[0034] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention more clear, the embodiments of the present invention will be further described in detail below in conjunction with the accompanying drawings. Here, the exemplary embodiments and descriptions of the present invention are used to explain the present invention, but not to limit the present invention.

[0035] Explanation of related terms

[0036] Federated Learning: It is essentially a distributed machine learning technology. The goal is to achieve common modeling and improve the effect of artificial intelligence models on the basis of ensuring data privacy, security and legal compliance.

[0037] Federation service: Realize the generation of decisions on the needs of various data users, and then realize the federation of services. Federation management is the main module for realizing federation services. By combining the actual situation of the system, converting...

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Abstract

The invention discloses a data sharing method and device based on federated data and federated services. The method includes: receiving model computing requirements submitted by data users; based on the federated node capability database, matching and generating optimal decision results according to the model computing requirements; Select the calculation model based on the optimal decision result, send the public key and the calculation model to the corresponding federation node; receive the calculation result returned by the corresponding federation node, where the calculation result is calculated by the federation node based on its own federation data based on the calculation model and passed The result after public key encryption; decrypt the result and return it to the data user; calculate the data income of each federal node participating in the calculation and provide it to the data provider; store the calculation process data on the accounting node of the blockchain; The data provider acts as a federation node. The invention realizes the decision-making for each data user's demand through the federation service mechanism, and then realizes the federation of services.

Description

technical field [0001] The invention relates to the technical field of data processing, in particular to a data sharing method and device based on federated data and federated services. Background technique [0002] This section is intended to provide a background or context to embodiments of the invention that are recited in the claims. The descriptions herein are not admitted to be prior art by inclusion in this section. [0003] Artificial intelligence (hereinafter referred to as AI) technology and applications have made breakthroughs in multiple fields and are rapidly changing the economy and lifestyle. Under the paradigm of deep learning, artificial intelligence has a huge demand for data. However, the current level of data sharing, trading and openness is seriously insufficient, which is becoming a bottleneck restricting the innovation and development of the industry. Most data owners are unwilling to open up their data, resulting in data islands. In addition to the...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F21/62G06F16/27G06F16/2458
CPCG06F21/6227G06F16/2458G06F16/27
Inventor 丰强泽齐红威何鸿凌肖永红
Owner 数据堂(北京)科技股份有限公司
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