An analysis of high-frequency cryptocurrencies prices dynamics using permutation-information-theory quantifiers
arXiv:1808.01926 · doi:10.1063/1.5027153
Abstract
This paper discusses the dynamics of intraday prices of twelve cryptocurrencies during last months' boom and bust. The importance of this study lies on the extended coverage of the cryptoworld, accounting for more than 90\% of the total daily turnover. By using the complexity-entropy causality plane, we could discriminate three different dynamics in the data set. Whereas most of the cryptocurrencies follow a similar pattern, there are two currencies (ETC and ETH) that exhibit a more persistent stochastic dynamics, and two other currencies (DASH and XEM) whose behavior is closer to a random walk. Consequently, similar financial assets, using blockchain technology, are differentiated by market participants.
arXiv comment17 pages, 5 figures. arXiv admin note: text overlap with arXiv:1508.04748
References in corpus (5)
- A Statistical Measure of Complexity
- The inefficiency of Bitcoin revisited: a dynamic approach
- Some stylized facts of the Bitcoin market
- The Organization of Intrinsic Computation: Complexity-Entropy Diagrams and the Diversity of Natural Information Processing
- The (in)visible hand in the Libor market: an Information Theory approach
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- On the Automatic Parameter Selection for Permutation Entropy
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- Decomposing cryptocurrency high-frequency price dynamics into recurring and noisy components
- Permutation Entropy for Signal Analysis
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- Cryptocurrency Time Series on the Binary Complexity-Entropy Plane: Ranking Efficiency from the Perspective of Complex Systems
- Generalized Weighted Permutation Entropy