Multiscale characteristics of the emerging global cryptocurrency market
arXiv:2010.15403 · doi:10.1016/j.physrep.2020.10.005
Abstract
The review introduces the history of cryptocurrencies, offering a description of the blockchain technology behind them. Differences between cryptocurrencies and the exchanges on which they are traded have been shown. The central part surveys the analysis of cryptocurrency price changes on various platforms. The statistical properties of the fluctuations in the cryptocurrency market have been compared to the traditional markets. With the help of the latest statistical physics methods the non-linear correlations and multiscale characteristics of the cryptocurrency market are analyzed. In the last part the co-evolution of the correlation structure among the 100 cryptocurrencies having the largest capitalization is retraced. The detailed topology of cryptocurrency network on the Binance platform from bitcoin perspective is also considered. Finally, an interesting observation on the Covid-19 pandemic impact on the cryptocurrency market is presented and discussed: recently we have witnessed a "phase transition" of the cryptocurrencies from being a hedge opportunity for the investors fleeing the traditional markets to become a part of the global market that is substantially coupled to the traditional financial instruments like the currencies, stocks, and commodities. The main contribution is an extensive demonstration that structural self-organization in the cryptocurrency markets has caused the same to attain complexity characteristics that are nearly indistinguishable from the Forex market at the level of individual time-series. However, the cross-correlations between the exchange rates on cryptocurrency platforms differ from it. The cryptocurrency market is less synchronized and the information flows more slowly, which results in more frequent arbitrage opportunities. The methodology used in the review allows the latter to be detected, and lead-lag relationships to be discovered.
References in corpus (82)
- Multifractal detrended fluctuation analysis of nonstationary time series
- Hierarchical Organization in Complex Networks
- Hierarchical Structure in Financial Markets
- Surrogate time series
- Detrended Cross-Correlation Analysis: A New Method for Analyzing Two Non-stationary Time Series
- Detecting Long-range Correlations with Detrended Fluctuation Analysis
- Noise Dressing of Financial Correlation Matrices
- Universal and non-universal properties of cross-correlations in financial time series
- What are the main drivers of the Bitcoin price? Evidence from wavelet coherence analysis
- A Random Matrix Approach to Cross-Correlations in Financial Data
- Scaling of the distribution of fluctuations of financial market indices
- Dynamics of market correlations: Taxonomy and portfolio analysis
- Inverse Cubic Law for the Probability Distribution of Stock Price Variations
- Scaling of the distribution of price fluctuations of individual companies
- Some stylized facts of the Bitcoin market
- Multifractal analysis of financial markets
- Networks of equities in financial markets
- Wavelet versus Detrended Fluctuation Analysis of multifractal structures
- Correlation of financial markets in times of crisis
- Can One Make Any Crash Prediction in Finance Using the Local Hurst Exponent Idea?
- Is There a Real-Estate Bubble in the US?
- Correlation Networks Among Currencies
- The components of empirical multifractality in financial returns
- Random Matrix Theory Analysis of Cross Correlations in Financial Markets
- Quantitative features of multifractal subtleties in time series
- Taxonomy of Stock Market Indices
- Detrended fluctuation analysis made flexible to detect range of cross-correlated fluctuations
- Detecting and interpreting distortions in hierarchical organization of complex time series
- Multifractality in the stock market: price increments versus waiting times
- Finite-size effect and the components of multifractality in financial volatility
- Components of multifractality in high-frequency stock returns
- Topology of Foreign Exchange Markets using Hierarchical Structure Methods
- Understanding the source of multifractality in financial markets
- Degree stability of a minimum spanning tree of price return and volatility
- Scaling properties of extreme price fluctuations in Bitcoin markets
- Dynamics of competition between collectivity and noise in the stock market
- Bitcoin market route to maturity? Evidence from return fluctuations, temporal correlations and multiscaling effects
- Detecting a Currency's Dominance or Dependence using Foreign Exchange Network Trees
- Emotional persistence in online chatting communities
- Correlations in commodity markets
- Complexity in economic and social systems: cryptocurrency market at around COVID-19
- Interpretation of heart rate variability via detrended fluctuation analysis and alpha-beta filter
- Multifractal cross-correlations between the World Oil and other Financial Markets in 2012-2017
- Generalized Hurst exponent and multifractal function of original and translated texts mapped into frequency and length time series
- An analysis of high-frequency cryptocurrencies prices dynamics using permutation-information-theory quantifiers
- The foreign exchange market: return distributions, multifractality, anomalous multifractality and Epps effect
- Effect of detrending on multifractal characteristics
- Signatures of crypto-currency market decoupling from the Forex
- Structural and topological phase transitions on the German Stock Exchange
- Stock market return distributions: from past to present
- Multifractal nature of stock exchange prices
- The bulk of the stock market correlation matrix is not pure noise
- Exact scaling properties of a hierarchical network model
- Multifractal cross wavelet analysis
- Classification of cryptocurrency coins and tokens by the dynamics of their market capitalisations
- Dynamical variety of shapes in financial multifractality
- On the multifractal effects generated by monofractal signals
- A Roof over your Head; House Price Peaks in the UK and Ireland
- Quantitative approach to multifractality induced by correlations and broad distribution of data
- Competition of noise and collectivity in global cryptocurrency trading: route to a self-contained market
- Detrended cross-correlations between returns, volatility, trading activity, and volume traded for the stock market companies
- The Epps effect revisited
- Detecting correlations and triangular arbitrage opportunities in the Forex by means of multifractal detrended cross-correlations analysis
- An Empirical Model for Volatility of Returns and Option Pricing
- Scale free effects in world currency exchange network
- Minimal Agent Based Model for Financial Markets II: Statistical Properties of the Linear and Multiplicative Dynamics
- Minimum spanning tree filtering of correlations for varying time scales and size of fluctuations
- Time scales involved in market emergence
- Can the bivariate Hurst exponent be higher than an average of the separate Hurst exponents?
- Quantifying dynamics of the financial correlations
- The q-dependent detrended cross-correlation analysis of stock market
- Stock returns versus trading volume: is the correspondence more general?
- World currency exchange rate cross-correlations
- Causal Slaving of the U.S. Treasury Bond Yield Antibubble by the Stock Market Antibubble of August 2000
- Multifractal Characterization of Protein Contact Networks
- The Mirage of Triangular Arbitrage in the Spot Foreign Exchange Market
- The new face of multifractality: Multi-branchedness and the phase transitions in time series of mean inter-event times
- Chaos and Order in the Bitcoin Market
- Identifying Complexity by Means of Matrices
- A mechanism leading bubbles to crashes: the case of Japan's land markets
- The effect of non-ideal market conditions on option pricing
- Are the contemporary financial fluctuations sooner converging to normal?
Cited by in corpus (34)
- Complexity in economic and social systems: cryptocurrency market at around COVID-19
- Genuine multifractality in time series is due to temporal correlations
- Cryptocurrencies Are Becoming Part of the World Global Financial Market
- Cryptocurrency Market Consolidation in 2020--2021
- Collective correlations, dynamics, and behavioural inconsistencies of the cryptocurrency market over time
- Complex systems approach to natural language
- Financial Return Distributions: Past, Present, and COVID-19
- Dynamics, behaviours, and anomaly persistence in cryptocurrencies and equities surrounding COVID-19
- Exploring asymmetric multifractal cross-correlations of price-volatility and asymmetric volatility dynamics in cryptocurrency markets
- Multifractal cross-correlations of bitcoin and ether trading characteristics in the post-COVID-19 time
- Economic state classification and portfolio optimisation with application to stagflationary environments
- What is mature and what is still emerging in the cryptocurrency market?
- Collective dynamics, diversification and optimal portfolio construction for cryptocurrencies
- In search of peak human athletic potential: A mathematical investigation
- Semi-metric portfolio optimization: a new algorithm reducing simultaneous asset shocks
- Evolutionary correlation, regime switching, spectral dynamics and optimal trading strategies for cryptocurrencies and equities
- Shannon entropy: an econophysical approach to cryptocurrency portfolios
- Multifractal organization of EEG signals in Multiple Sclerosis
- Distributional trends in the generation and end-use sector of low-carbon hydrogen plants
- Geometric persistence and distributional trends in worldwide terrorism
- Dual-domain analysis of gun violence incidents in the United States
- Characteristics of price related fluctuations in Non-Fungible Token (NFT) market
- An exploration of the mathematical structure and behavioural biases of 21st century financial crises
- Approaching multifractal complexity in decentralized cryptocurrency trading
- Decomposing cryptocurrency high-frequency price dynamics into recurring and noisy components
- Equivalence relations and distances between time series with application to the Black Summer Australian bushfires
- Correlations versus noise in the NFT market
- On the systemic nature of global inflation, its association with equity markets and financial portfolio implications
- Multifractality and its sources in the digital currency market
- Detecting imbalanced financial markets through time-varying optimization and nonlinear functionals
- On financial market correlation structures and diversification benefits across and within equity sectors
- Filtering amplitude dependence of correlation dynamics in complex systems: application to the cryptocurrency market
- What drives bitcoin? An approach from continuous local transfer entropy and deep learning classification models
- Analysis of inter-transaction time fluctuations in the cryptocurrency market