Abstract:
In recent years, knowledge graphs (KGs) have been applied in various domains, where the construction and maintenance of the KGs are usually time- and labor-intensive. In ...Show MoreMetadata
Abstract:
In recent years, knowledge graphs (KGs) have been applied in various domains, where the construction and maintenance of the KGs are usually time- and labor-intensive. In this context, constructing shareable KG through multiple constructors is being attempted to reduce costs. In this collaborative process, security and quality issues are critical. The system for constructing shareable KGs should be capable to recover the KG from most malicious attack and to filter out wrong triples from dynamically submitted ones. Blockchain could naturally prevent malicious tampering with its record data, perfect for solving the security issue. However, the integration of multi-source KGs as well as the quality issue still lacks solutions. To address the issues, this paper proposes a blockchain-based high-quality KG collaborative construction framework to ensure the KG quality in its long-term evolution. The framework is built on the underlying consensus mechanism of the blockchain, adopted to an extensible data structure to store multi-source triples on the distributed ledger. A smart contract is implemented to publish triples, assess the contributor credibility and evaluate triple quality to keep the KG in high-quality. Anti-attack mechanisms are designed to defend against malicious triple submissions. Experiments are conducted demonstrating the effectiveness of the framework.
Published in: IEEE Transactions on Services Computing ( Volume: 17, Issue: 1, Jan.-Feb. 2024)
Funding Agency:
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Xiangyu Wang received the BSc degree from Donghua University, Shanghai, China, and the PhD degree in data science from the University of Science and Technology of China (USTC). He is currently an associate researcher with the School of Computer Science and Technology, USTC. His research interests include knowledge engineering and machine learning.
Xiangyu Wang received the BSc degree from Donghua University, Shanghai, China, and the PhD degree in data science from the University of Science and Technology of China (USTC). He is currently an associate researcher with the School of Computer Science and Technology, USTC. His research interests include knowledge engineering and machine learning.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Taiyu Ban received the BSc degree in computer science and technology from the School of the Gifted Young, University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include machine learning and knowledge engineering.
Taiyu Ban received the BSc degree in computer science and technology from the School of the Gifted Young, University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include machine learning and knowledge engineering.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Lyuzhou Chen received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Data Science, University of Science and Technology of China, Hefei, China. His current research interests include ensemble learning, knowledge engineering and causal learning.
Lyuzhou Chen received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Data Science, University of Science and Technology of China, Hefei, China. His current research interests include ensemble learning, knowledge engineering and causal learning.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Muhammad Usman received the BSc degree from International Islamic University, Islamabad, Pakistan, in 2006, master's degree from SZABIST, Islamabad, Pakistan, in 2017. He is currently working toward the PhD degree in computer science with the School of Computer Science and Technology, USTC, Hefei, China. His recent research interests include Data Stream Mining, Machine Learning and Knowledge Discovery.
Muhammad Usman received the BSc degree from International Islamic University, Islamabad, Pakistan, in 2006, master's degree from SZABIST, Islamabad, Pakistan, in 2017. He is currently working toward the PhD degree in computer science with the School of Computer Science and Technology, USTC, Hefei, China. His recent research interests include Data Stream Mining, Machine Learning and Knowledge Discovery.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Yifeng Guan received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2021. He is currently working toward the MSc degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include knowledge engineering and blockchain.
Yifeng Guan received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2021. He is currently working toward the MSc degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include knowledge engineering and blockchain.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Derui Lyu received the BSc degree in intelligence science and technology from the School of Artificial Intelligence, Xidian University, Xi’an, China, in 2021. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include distributed system and knowledge engineering.
Derui Lyu received the BSc degree in intelligence science and technology from the School of Artificial Intelligence, Xidian University, Xi’an, China, in 2021. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include distributed system and knowledge engineering.View more
Department of Research Institute of Mine Big Data, Chinese Institute of Coal Science, Beijing, China
Jian Cheng received the BSc degree in automation, the MSc degree in control theory and control engineering, and the PhD degree in communication and information system from the China University of Mining and Technology, Xuzhou, China, in 1997, 2003, and 2008, respectively. He is currently a professor and the chief scientist with the Central Research Institute, China Coal Research Institute, Beijing, China. His research int...Show More
Jian Cheng received the BSc degree in automation, the MSc degree in control theory and control engineering, and the PhD degree in communication and information system from the China University of Mining and Technology, Xuzhou, China, in 1997, 2003, and 2008, respectively. He is currently a professor and the chief scientist with the Central Research Institute, China Coal Research Institute, Beijing, China. His research int...View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Huanhuan Chen (Senior Member, IEEE) received the BSc degree from the University of Science and Technology of China (USTC), Hefei, China, and the PhD degree in computer science from the University of Birmingham, Birmingham, U.K. He is currently a full professor with the School of Computer Science and Technology, USTC. His current research interests include neural networks, Bayesian inference, and evolutionary computation.
Huanhuan Chen (Senior Member, IEEE) received the BSc degree from the University of Science and Technology of China (USTC), Hefei, China, and the PhD degree in computer science from the University of Birmingham, Birmingham, U.K. He is currently a full professor with the School of Computer Science and Technology, USTC. His current research interests include neural networks, Bayesian inference, and evolutionary computation.View more
Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada
Cyril Leung (Life Member, IEEE) received the BSc degree (Hons.) from the Imperial College, University of London, UK, and the MS and PhD degrees in electrical engineering from Stanford University. He served as the associate dean of Research and Graduate Studies with the Faculty of Applied Science, UBC, from 2008 to 2011. His research interests include wireless communication systems, data security, and technologies to suppo...Show More
Cyril Leung (Life Member, IEEE) received the BSc degree (Hons.) from the Imperial College, University of London, UK, and the MS and PhD degrees in electrical engineering from Stanford University. He served as the associate dean of Research and Graduate Studies with the Faculty of Applied Science, UBC, from 2008 to 2011. His research interests include wireless communication systems, data security, and technologies to suppo...View more
School of Computer Science and Engineering, Nanyang Technological University, Singapore
Chunyan Miao (Fellow, IEEE) received the BS degree from Shandong University, Jinan, China, in 1988, and the MS and PhD degrees from Nanyang Technological University (NTU), Singapore, in 1998 and 2003, respectively. She is currently a professor with the School of Computer Science and Engineering, NTU, and the director of the Joint NTU-UBC Research Centre of Excellence in Active Living for the Elderly (LILY). Her research i...Show More
Chunyan Miao (Fellow, IEEE) received the BS degree from Shandong University, Jinan, China, in 1988, and the MS and PhD degrees from Nanyang Technological University (NTU), Singapore, in 1998 and 2003, respectively. She is currently a professor with the School of Computer Science and Engineering, NTU, and the director of the Joint NTU-UBC Research Centre of Excellence in Active Living for the Elderly (LILY). Her research i...View more
Contents School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Xiangyu Wang received the BSc degree from Donghua University, Shanghai, China, and the PhD degree in data science from the University of Science and Technology of China (USTC). He is currently an associate researcher with the School of Computer Science and Technology, USTC. His research interests include knowledge engineering and machine learning.
Xiangyu Wang received the BSc degree from Donghua University, Shanghai, China, and the PhD degree in data science from the University of Science and Technology of China (USTC). He is currently an associate researcher with the School of Computer Science and Technology, USTC. His research interests include knowledge engineering and machine learning.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Taiyu Ban received the BSc degree in computer science and technology from the School of the Gifted Young, University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include machine learning and knowledge engineering.
Taiyu Ban received the BSc degree in computer science and technology from the School of the Gifted Young, University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include machine learning and knowledge engineering.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Lyuzhou Chen received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Data Science, University of Science and Technology of China, Hefei, China. His current research interests include ensemble learning, knowledge engineering and causal learning.
Lyuzhou Chen received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2020. He is currently working toward the PhD degree with the School of Data Science, University of Science and Technology of China, Hefei, China. His current research interests include ensemble learning, knowledge engineering and causal learning.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Muhammad Usman received the BSc degree from International Islamic University, Islamabad, Pakistan, in 2006, master's degree from SZABIST, Islamabad, Pakistan, in 2017. He is currently working toward the PhD degree in computer science with the School of Computer Science and Technology, USTC, Hefei, China. His recent research interests include Data Stream Mining, Machine Learning and Knowledge Discovery.
Muhammad Usman received the BSc degree from International Islamic University, Islamabad, Pakistan, in 2006, master's degree from SZABIST, Islamabad, Pakistan, in 2017. He is currently working toward the PhD degree in computer science with the School of Computer Science and Technology, USTC, Hefei, China. His recent research interests include Data Stream Mining, Machine Learning and Knowledge Discovery.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Yifeng Guan received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2021. He is currently working toward the MSc degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include knowledge engineering and blockchain.
Yifeng Guan received the BSc degree from the University of Science and Technology of China, Hefei, China, in 2021. He is currently working toward the MSc degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include knowledge engineering and blockchain.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Derui Lyu received the BSc degree in intelligence science and technology from the School of Artificial Intelligence, Xidian University, Xi’an, China, in 2021. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include distributed system and knowledge engineering.
Derui Lyu received the BSc degree in intelligence science and technology from the School of Artificial Intelligence, Xidian University, Xi’an, China, in 2021. He is currently working toward the PhD degree with the School of Computer Science and Technology, University of Science and Technology of China, Hefei, China. His current research interests include distributed system and knowledge engineering.View more
Department of Research Institute of Mine Big Data, Chinese Institute of Coal Science, Beijing, China
Jian Cheng received the BSc degree in automation, the MSc degree in control theory and control engineering, and the PhD degree in communication and information system from the China University of Mining and Technology, Xuzhou, China, in 1997, 2003, and 2008, respectively. He is currently a professor and the chief scientist with the Central Research Institute, China Coal Research Institute, Beijing, China. His research interests include machine learning and pattern recognition.
Jian Cheng received the BSc degree in automation, the MSc degree in control theory and control engineering, and the PhD degree in communication and information system from the China University of Mining and Technology, Xuzhou, China, in 1997, 2003, and 2008, respectively. He is currently a professor and the chief scientist with the Central Research Institute, China Coal Research Institute, Beijing, China. His research interests include machine learning and pattern recognition.View more
School of Computer Science and Technology, University of Science and Technology of China, Hefei, China
Huanhuan Chen (Senior Member, IEEE) received the BSc degree from the University of Science and Technology of China (USTC), Hefei, China, and the PhD degree in computer science from the University of Birmingham, Birmingham, U.K. He is currently a full professor with the School of Computer Science and Technology, USTC. His current research interests include neural networks, Bayesian inference, and evolutionary computation.
Huanhuan Chen (Senior Member, IEEE) received the BSc degree from the University of Science and Technology of China (USTC), Hefei, China, and the PhD degree in computer science from the University of Birmingham, Birmingham, U.K. He is currently a full professor with the School of Computer Science and Technology, USTC. His current research interests include neural networks, Bayesian inference, and evolutionary computation.View more
Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada
Cyril Leung (Life Member, IEEE) received the BSc degree (Hons.) from the Imperial College, University of London, UK, and the MS and PhD degrees in electrical engineering from Stanford University. He served as the associate dean of Research and Graduate Studies with the Faculty of Applied Science, UBC, from 2008 to 2011. His research interests include wireless communication systems, data security, and technologies to support ageless aging for the elderly. He is a member of the association of professional Engineers and Geoscientists of British Columbia, Canada.
Cyril Leung (Life Member, IEEE) received the BSc degree (Hons.) from the Imperial College, University of London, UK, and the MS and PhD degrees in electrical engineering from Stanford University. He served as the associate dean of Research and Graduate Studies with the Faculty of Applied Science, UBC, from 2008 to 2011. His research interests include wireless communication systems, data security, and technologies to support ageless aging for the elderly. He is a member of the association of professional Engineers and Geoscientists of British Columbia, Canada.View more
School of Computer Science and Engineering, Nanyang Technological University, Singapore
Chunyan Miao (Fellow, IEEE) received the BS degree from Shandong University, Jinan, China, in 1988, and the MS and PhD degrees from Nanyang Technological University (NTU), Singapore, in 1998 and 2003, respectively. She is currently a professor with the School of Computer Science and Engineering, NTU, and the director of the Joint NTU-UBC Research Centre of Excellence in Active Living for the Elderly (LILY). Her research interests include infusing intelligent agents into interactive new media (virtual, mixed, mobile, and pervasive media) to create novel experiences and dimensions in game design, interactive narrative, and other real world agent systems.
Chunyan Miao (Fellow, IEEE) received the BS degree from Shandong University, Jinan, China, in 1988, and the MS and PhD degrees from Nanyang Technological University (NTU), Singapore, in 1998 and 2003, respectively. She is currently a professor with the School of Computer Science and Engineering, NTU, and the director of the Joint NTU-UBC Research Centre of Excellence in Active Living for the Elderly (LILY). Her research interests include infusing intelligent agents into interactive new media (virtual, mixed, mobile, and pervasive media) to create novel experiences and dimensions in game design, interactive narrative, and other real world agent systems.View more
