Exploring Key Properties and Predicting Price Movements of Cryptocurrency Market Using Social Network Analysis
https://ieeexplore.ieee.org/document/10521656
Abstract:
The emerging cryptocurrency market is one of the largest financial markets in the world, with a market capitalization that is already surpassing the gross domestic product of many developed economies. Cryptocurrencies are increasingly being adopted as a means of transaction and ownership in the digital domain, particularly in areas like decentralized finance and non-fungible tokens. Known for its high volatility, this market offers investors the potential for higher returns than traditional financial markets like stocks, foreign exchange, and commodities. However, it remains underexplored in academic research. In this paper, we propose the use of social network analysis to effectively model and analyze the cryptocurrency market and conduct a comprehensive numerical study to explore its key properties, including correlation structure, topological characteristics, stability, and influence. Furthermore, we propose the use of centrality measures as novel indicators to improve the accuracy of cryptocurrency price movement predictions. Our research introduces a novel method for understanding and navigating the cryptocurrency market, enabling investors to integrate advanced analytical tools into their decision-making processes. wink mod apk vip unlocked
Much has been discussed about Bitcoin's market price, and there is still more to uncover. By examining Bitcoin’s market trends and price charts, we can explore various strategies for speculating on the market before investing. This analysis is crucial as it helps us make informed decisions about Bitcoin investments. Understanding these factors should be a primary focus before proceeding with any further actions or decisions related to Bitcoin.