Block chain medical data sharing excitation method based on Shapley value
A technology of medical data and Shapley value, applied in the field of blockchain network applications
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Embodiment 1
[0057] This embodiment establishes a medical data sharing cooperation model based on the Shapley value-based block chain medical data sharing incentive method of the present invention, such as figure 1 shown.
[0058] figure 1 The following blockchain medical data sharing scenario is described: there are 3 hospitals in the system that can provide medical data, 2 scientific research institutions that need to use medical data, and 5 blockchain users in the network are authorized to become consensus nodes, namely The Healthcare Data Sharing Partnership The number of data owners in Number of data requesters Number of Consensus Nodes The medical data sharing process is carried out on the alliance chain based on the practical Byzantine fault-tolerant algorithm, and the generated data is verified and recorded on the blockchain by consensus nodes. All consensus nodes did not fail when generating all blocks, and all responded consistently, so they are all normal nodes.
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Embodiment 2
[0077] This embodiment compares the results of the method of the present invention in various scenarios, and verifies that the incentive method of the present invention has an incentive effect on data owners. Hypothetical Healthcare Data Sharing Collaborative Alliance Contains 2 data owners, 5 consensus nodes and 1 data requester, namely Change Two data owners H in 1 and H 2 Corresponding F1-index with The ratio of make Follow steps 1 to 4 to calculate the income distribution results of the alliance members, and observe the set of data owners. Two data owners H 1 and H 2 Respective revenues account for healthcare data-sharing collaborative alliances The proportion of the total income is shown in Table 2 and Table 3.
[0078] Table 2 data owner H 1 The calculation result of the income distribution
[0079]
[0080] Table 3 data owner H 2 The calculation result of the income distribution
[0081]
[0082] As can be seen from Table 2 and Table 3, for ...
Embodiment 3
[0084] In this embodiment, the results of the method of the present invention are compared in various scenarios, and it is verified that the incentive method of the present invention has an incentive effect on the data requester. Assume that the medical data sharing cooperative alliance includes several data owners, 5 consensus nodes and 1 data requester, namely Hypothetical collection of data owners The total income of Consensus node set The total revenue of data requester collection The total revenue of For collections of arbitrary data owners have Change the number of data requesters so that the number of data owners Follow steps 1 to 4 to calculate the income distribution results of cooperative alliance members, and observe the total income of data owners Total income of consensus nodes and the total revenue of the data requester Accounting Healthcare Data Sharing Cooperative Alliance The proportion of the total revenue, the result is as follows ...
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