Bitcoin ecology: Quantifying and modelling the long-term dynamics of the cryptocurrency market

@article{ElBahrawy2017BitcoinEQ,
  title={Bitcoin ecology: Quantifying and modelling the long-term dynamics of the cryptocurrency market},
  author={Abeer ElBahrawy and Laura Alessandretti and Anne Kandler and Romualdo Pastor-Satorras and Andrea Baronchelli},
  journal={ArXiv},
  year={2017},
  volume={abs/1705.05334}
}
The cryptocurrency market has reached a record of $91 billion market capitalization in May 2017, after months of steady growth. Despite its increasing relevance in the financial world, however, a comprehensive analysis of the whole system is still lacking, as most studies have focused exclusively on the behavior of one (Bitcoin) or few cryptocurrencies. Here, we consider the history of the entire market and analyze the behavior of 1, 469 cryptocurrencies introduced since April 2013. We reveal… 

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References

SHOWING 1-10 OF 47 REFERENCES

The Market for Cryptocurrencies

Although it is sometimes considered one of a kind, or a first-mover monopolist in the market for cryptocurrencies, Bitcoin is surrounded by effective competitors. Between March 2013 and December

Can We Predict the Winner in a Market with Network Effects? Competition in Cryptocurrency Market

While Bitcoin essentially dominates this market, the data suggest no evidence of a winner-take-all effect early in the market, and for a relatively long period, a few other cryptocurrencies competing with Bitcoin appreciated much more quickly than Bitcoin.

Competition in the Cryptocurrency Market

We analyze how network effects affect competition in the nascent cryptocurrency market. We do so by examining the changes over time in exchange rate data among cryptocurrencies. Specifically, we look

The Evolution of the Bitcoin Economy: Extracting and Analyzing the Network of Payment Relationships

This paper aims to gather together the minimum units of users’ identity in the Bitcoin network (i.e. the individual Bitcoin addresses) and group them into representations of business entities, what

Analyzing the Bitcoin Network: The First Four Years

This explorative study examines the economy and transaction network of the decentralized digital currency Bitcoin during the first four years of its existence and establishes and analyze a novel integrated dataset that enriches data from the Bitcoin blockchain with off-network data such as business categories and geo-locations.

BitCoin meets Google Trends and Wikipedia: Quantifying the relationship between phenomena of the Internet era

It is shown that not only are the search queries and the prices connected but there also exists a pronounced asymmetry between the effect of an increased interest in the currency while being above or below its trend value.

Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network

Investigating the microscopic statistics of money movement, it is found that sublinear preferential attachment governs the evolution of the wealth distribution and a scaling law between the degree and wealth associated to individual nodes is reported.

Inferring the interplay between network structure and market effects in Bitcoin

This article considers the history of Bitcoin, a novel digital currency system, for which the complete list of transactions is available for analysis, and reconstructs the transaction network between users and analyzes changes in the structure of the subgraph induced by the most active users.

Cryptocurrency : how Bitcoin and digital money are challenging the global economic order

The system that governs how money works, with its brokers and middlemen, has stayed roughly the same for centuries. Now there's an alternative, and it puts us on the cusp of a revolution that could

Bitcoin: And the Future of Money

Bitcoin first appeared in 2009, and it's already challenging everything we've come to accept about money, financial institutions, and even government. The digital currency can be nearly anonymous.