Network analysis and traceability on Bitcoin blockchain
Over the last few years, ransomware has thrived and become one of the dominant threats in cyberspace. It has targeted various public organizations and businesses of all sizes and across industries, aiming to exploit personal benefits and destroy the backbone of the economy. Ransomware evolved into m...
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2022
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sg-ntu-dr.10356-1565132022-04-19T05:47:55Z Network analysis and traceability on Bitcoin blockchain Phung, Minh Khanh Sourav Sen Gupta School of Computer Science and Engineering sg.sourav@ntu.edu.sg Engineering::Computer science and engineering Over the last few years, ransomware has thrived and become one of the dominant threats in cyberspace. It has targeted various public organizations and businesses of all sizes and across industries, aiming to exploit personal benefits and destroy the backbone of the economy. Ransomware evolved into many different formats and leveraged numerous anonymization techniques, including the abuse of cryptocurrency to launder the payment. Bitcoin, the most popular virtual currency, has been known as the primary payment mechanism for such fraudulent activities. Thus, in this study, we want to propose an entire data-driven process to detect new ransomware family that involved in Bitcoin transactions from public data sources. Furthermore, we also investigate the Bitcoin spending patterns and analyze the financial impacts of two ransomware attacks that were uncovered in our experiment. Bachelor of Engineering (Computer Science) 2022-04-19T05:47:55Z 2022-04-19T05:47:55Z 2022 Final Year Project (FYP) Phung, M. K. (2022). Network analysis and traceability on Bitcoin blockchain. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/156513 https://hdl.handle.net/10356/156513 en application/pdf Nanyang Technological University |
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Engineering::Computer science and engineering Phung, Minh Khanh Network analysis and traceability on Bitcoin blockchain |
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Over the last few years, ransomware has thrived and become one of the dominant threats in cyberspace. It has targeted various public organizations and businesses of all sizes and across industries, aiming to exploit personal benefits and destroy the backbone of the economy. Ransomware evolved into many different formats and leveraged numerous anonymization techniques, including the abuse of cryptocurrency to launder the payment. Bitcoin, the most popular virtual currency, has been known as the primary payment mechanism for such fraudulent activities. Thus, in this study, we want to propose an entire data-driven process to detect new ransomware family that involved in Bitcoin transactions from public data sources. Furthermore, we also investigate the Bitcoin spending patterns and analyze the financial impacts of two ransomware attacks that were uncovered in our experiment. |
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Sourav Sen Gupta |
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Sourav Sen Gupta Phung, Minh Khanh |
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Final Year Project |
author |
Phung, Minh Khanh |
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Phung, Minh Khanh |
title |
Network analysis and traceability on Bitcoin blockchain |
title_short |
Network analysis and traceability on Bitcoin blockchain |
title_full |
Network analysis and traceability on Bitcoin blockchain |
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Network analysis and traceability on Bitcoin blockchain |
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Network analysis and traceability on Bitcoin blockchain |
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network analysis and traceability on bitcoin blockchain |
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Nanyang Technological University |
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2022 |
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https://hdl.handle.net/10356/156513 |
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