Selecting reliable blockchain peers via hybrid blockchain reliability prediction
Abstract Blockchain and blockchain‐based decentralised applications have been attracting increasing attention recently. In public blockchain systems, users usually connect to third‐party peers or run a peer to join the P2P blockchain network. However, connecting to unreliable blockchain peers will l...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Wiley
2023-08-01
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| Series: | IET Software |
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| Online Access: | https://doi.org/10.1049/sfw2.12118 |
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| _version_ | 1849434970861338624 |
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| author | Peilin Zheng Zibin Zheng Liang Chen |
| author_facet | Peilin Zheng Zibin Zheng Liang Chen |
| author_sort | Peilin Zheng |
| collection | DOAJ |
| description | Abstract Blockchain and blockchain‐based decentralised applications have been attracting increasing attention recently. In public blockchain systems, users usually connect to third‐party peers or run a peer to join the P2P blockchain network. However, connecting to unreliable blockchain peers will lead to resource waste and even loss of cryptocurrencies by repeated transactions. In order to select reliable blockchain peers, it is urgently needed to evaluate and predict their reliability of them. Faced with this problem, we propose hybrid blockchain reliability prediction (H‐BRP), a Hybrid Blockchain Reliability Prediction model, to extract the blockchain reliability factors and then make the personalised prediction for each user. Comprehensive experiments conducted on 100 blockchain requesters and 200 blockchain peers demonstrate the effectiveness of the proposed H‐BRP model. Further, the implementation and dataset of 2,000,000 test cases are released. |
| format | Article |
| id | doaj-art-5638b39876f8483ea7d64e3f34bd6391 |
| institution | Kabale University |
| issn | 1751-8806 1751-8814 |
| language | English |
| publishDate | 2023-08-01 |
| publisher | Wiley |
| record_format | Article |
| series | IET Software |
| spelling | doaj-art-5638b39876f8483ea7d64e3f34bd63912025-08-20T03:26:27ZengWileyIET Software1751-88061751-88142023-08-0117436237710.1049/sfw2.12118Selecting reliable blockchain peers via hybrid blockchain reliability predictionPeilin Zheng0Zibin Zheng1Liang Chen2School of Software Engineering Sun Yat‐sen University Zhuhai ChinaSchool of Software Engineering Sun Yat‐sen University Zhuhai ChinaSchool of Computer Science and Engineering Sun Yat‐sen University Guangzhou ChinaAbstract Blockchain and blockchain‐based decentralised applications have been attracting increasing attention recently. In public blockchain systems, users usually connect to third‐party peers or run a peer to join the P2P blockchain network. However, connecting to unreliable blockchain peers will lead to resource waste and even loss of cryptocurrencies by repeated transactions. In order to select reliable blockchain peers, it is urgently needed to evaluate and predict their reliability of them. Faced with this problem, we propose hybrid blockchain reliability prediction (H‐BRP), a Hybrid Blockchain Reliability Prediction model, to extract the blockchain reliability factors and then make the personalised prediction for each user. Comprehensive experiments conducted on 100 blockchain requesters and 200 blockchain peers demonstrate the effectiveness of the proposed H‐BRP model. Further, the implementation and dataset of 2,000,000 test cases are released.https://doi.org/10.1049/sfw2.12118software engineeringsoftware reliability |
| spellingShingle | Peilin Zheng Zibin Zheng Liang Chen Selecting reliable blockchain peers via hybrid blockchain reliability prediction IET Software software engineering software reliability |
| title | Selecting reliable blockchain peers via hybrid blockchain reliability prediction |
| title_full | Selecting reliable blockchain peers via hybrid blockchain reliability prediction |
| title_fullStr | Selecting reliable blockchain peers via hybrid blockchain reliability prediction |
| title_full_unstemmed | Selecting reliable blockchain peers via hybrid blockchain reliability prediction |
| title_short | Selecting reliable blockchain peers via hybrid blockchain reliability prediction |
| title_sort | selecting reliable blockchain peers via hybrid blockchain reliability prediction |
| topic | software engineering software reliability |
| url | https://doi.org/10.1049/sfw2.12118 |
| work_keys_str_mv | AT peilinzheng selectingreliableblockchainpeersviahybridblockchainreliabilityprediction AT zibinzheng selectingreliableblockchainpeersviahybridblockchainreliabilityprediction AT liangchen selectingreliableblockchainpeersviahybridblockchainreliabilityprediction |