Residential College | false |
Status | 已發表Published |
A Time-Varying Network for Cryptocurrencies | |
Guo, Li1,2; Wolfgang K. Härdle3,4,5,6,7; Tao, Yubo8,9 | |
2024-04 | |
Source Publication | Journal of Business and Economic Statistics |
ABS Journal Level | 4 |
ISSN | 0735-0015 |
Volume | 42Issue:2Pages:437-456 |
Contribution Rank | 1 |
Abstract | Cryptocurrencies return cross-predictability and technological similarity yield information on risk propaga-tion and market segmentation. To investigate these effects, we build a time-varying network for cryptocur-rencies, based on the evolution of return cross-predictability and technological similarities. We developa dynamic covariate-assisted spectral clustering method to consistently estimate the latent communitystructure of cryptocurrencies network that accounts for both sets of information. We demonstrate thatinvestors can achieve better risk diversification by investing in cryptocurrencies from different communities.A cross-sectional portfolio that implements an inter-crypto momentum trading strategy earns a 1.08% dailyreturn. By dissecting the portfolio returns on behavioral factors, we confirm that our results are not drivenby behavioral mechanisms. |
Keyword | Co-clustering Community Detection Covariates Dynamic Stochastic Blockmodel Network Risk Momentum |
DOI | 10.1080/07350015.2022.2146695 |
URL | View the original |
Indexed By | SCIE ; SSCI |
Language | 英語English |
WOS Research Area | Business & Economics ; Mathematical Methods In Social Sciences ; Mathematics |
WOS Subject | Economics ; Social Sciences, Mathematical Methods ; Statistics & Probability |
WOS ID | WOS:000897074300001 |
Publisher | TAYLOR & FRANCIS INC530 WALNUT STREET, STE 850, PHILADELPHIA, PA 19106 |
Scopus ID | 2-s2.0-85144064625 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | Faculty of Social Sciences DEPARTMENT OF ECONOMICS |
Corresponding Author | Guo, Li; Wolfgang K. Härdle; Tao, Yubo |
Affiliation | 1.School of Economics, Fudan University, Shanghai, China 2.Shanghai Institute of International Finance and Economics, Shanghai, China 3.BRC Blockchain Research Center, Humboldt-Universität zu Berlin, Berlin, Germany 4.Sim Kee Boon Institute, Singapore Management University, Singapore, Singapore 5.Asia Competitiveness Institute, National University of Singapore, Singapore, Singapore 6.Department of Information Management and Finance, National Yang Ming Chiao Tung University, Hsinchu, Taiwan 7.Department of Mathematics and Physics, Charles University, Prague, Czech Republic 8.Department of Economics, Faculty of Social Sciences, University of Macau, Taipa, Macao SAR, China 9.Asia-Pacific Academy of Economics and Management, University of Macau, Macao SAR, China |
Corresponding Author Affilication | Faculty of Social Sciences |
Recommended Citation GB/T 7714 | Guo, Li,Wolfgang K. Härdle,Tao, Yubo. A Time-Varying Network for Cryptocurrencies[J]. Journal of Business and Economic Statistics, 2024, 42(2), 437-456. |
APA | Guo, Li., Wolfgang K. Härdle., & Tao, Yubo (2024). A Time-Varying Network for Cryptocurrencies. Journal of Business and Economic Statistics, 42(2), 437-456. |
MLA | Guo, Li,et al."A Time-Varying Network for Cryptocurrencies".Journal of Business and Economic Statistics 42.2(2024):437-456. |
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