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Cryptocurrency Portfolio Management: A Clustering-Based Association Approach

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dc.creator ÖZSOY, Mehmet
dc.creator KOCABIYIK, Turan
dc.creator KARAATLI, Meltem
dc.creator Özer, Muhammet Fatih
dc.date 2024-01-01T00:00:00Z
dc.date.accessioned 2025-02-25T10:23:41Z
dc.date.available 2025-02-25T10:23:41Z
dc.identifier 6a1bb678-d39e-4d88-b178-cd5e8be3b4ad
dc.identifier 10.15388/ekon.2024.103.1.2
dc.identifier https://avesis.sdu.edu.tr/publication/details/6a1bb678-d39e-4d88-b178-cd5e8be3b4ad/oai
dc.identifier.uri http://acikerisim.sdu.edu.tr/xmlui/handle/123456789/100027
dc.description The aim of this study is to identify crypto assets with similar characteristics and to explore the similar responses of these assets to market-priced events. This process is carried out in two stages. Cluster analysis and association analysis were applied in the research. First of all, cluster analysis was performed using the variables; the total number of active unique addresses, USD value of the current supply, fixed closing price of the asset, return on investment of the asset, total of the current supply, number of transactions, USD value of the sum of native units and 30 days volatility criteria. HK-Means algorithm and R Program were used for clustering. Then, the co-movement of crypto assets was analyzed using the FP-Growth algorithm and the WEKA program. 71 crypto assets with the highest market capitalization and meeting the research criteria were included in the research. The data used in the research covers the period of May 2021-May 2022. According to the main findings obtained from the research; within the framework of the criteria used in the research, 4 clusters were formed. Most important association rules found to be between; btc (bitcoin) & aave (nominex), eth (ethereum) & aave (nominex), dot (polkadot) & aave (nominex), neo & aave (nominex), uni (uniswap) & aave (nominex), btg (bitcoin gold) & etc (ethereum classic), xrp (riple) & algo (algorand) & doge (dogecoin), xrp (riple) & doge (dogecoin), cro (cronos) & xrp (riple) & algo (algorand) & trx (tron) & doge (dogecoin).
dc.language eng
dc.rights info:eu-repo/semantics/openAccess
dc.title Cryptocurrency Portfolio Management: A Clustering-Based Association Approach
dc.type info:eu-repo/semantics/article


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