TY - GEN
T1 - Optimal Settings of Cryptocurrency Trading Pairs
AU - Zhang, Di
AU - Zhou, Youzhou
AU - Liu, Hengyan
AU - Hu, Bintao
AU - Zhang, Wenzhang
AU - Stefanidis, Angelos
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - The goal of cryptocurrencies is decentralization, but it is impractical to set up a trading market between every two currencies. To solve this optimization problem, we use a two-stage process: 1) Fill in missing values based on a regularized, truncated eigenvalue decomposition, where the regularization term is used to control what extent missing values should be limited to zero. 2) Search for the optimal trading pairs, based on a branch and bound process, with heuristic search and pruning strategies.The experimental results show that: 1) If the number of denominated coins is not limited, we will get a more decentralized trading pair setting, which advocates the establishment of trading pairs directly between large currency pairs. 2) There is a certain room for optimization in all exchanges. The setting of inappropriate trading pairs is mainly caused by subjectively setting small coins to quote or failing to track emerging big coins in time. 3) Too few trading pairs will lead to low coverage; too many trading pairs will need to be adjusted with markets frequently. Exchanges should consider striking an appropriate balance between them.
AB - The goal of cryptocurrencies is decentralization, but it is impractical to set up a trading market between every two currencies. To solve this optimization problem, we use a two-stage process: 1) Fill in missing values based on a regularized, truncated eigenvalue decomposition, where the regularization term is used to control what extent missing values should be limited to zero. 2) Search for the optimal trading pairs, based on a branch and bound process, with heuristic search and pruning strategies.The experimental results show that: 1) If the number of denominated coins is not limited, we will get a more decentralized trading pair setting, which advocates the establishment of trading pairs directly between large currency pairs. 2) There is a certain room for optimization in all exchanges. The setting of inappropriate trading pairs is mainly caused by subjectively setting small coins to quote or failing to track emerging big coins in time. 3) Too few trading pairs will lead to low coverage; too many trading pairs will need to be adjusted with markets frequently. Exchanges should consider striking an appropriate balance between them.
KW - Branch and Bound
KW - Cryptoconcurrency
KW - Eigendecomposition
KW - Interior-point Method
UR - http://www.scopus.com/inward/record.url?scp=85203796812&partnerID=8YFLogxK
U2 - 10.1109/DAPPS61106.2024.00010
DO - 10.1109/DAPPS61106.2024.00010
M3 - Conference Proceeding
AN - SCOPUS:85203796812
T3 - Proceedings - 2024 IEEE International Conference on Decentralized Applications and Infrastructures, DAPPS 2024
SP - 19
EP - 24
BT - Proceedings - 2024 IEEE International Conference on Decentralized Applications and Infrastructures, DAPPS 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 6th IEEE International Conference on Decentralized Applications and Infrastructures, DAPPS 2024
Y2 - 15 July 2024 through 18 July 2024
ER -