Cryptocurrency Exchange Market Prediction and Analysis Using AI

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The capacity to anticipate cryptocurrency exchange market prices using data mining and artificial intelligence approaches is covered in this thesis. Cryptocurrency values are essentially unpredictable, which exposes investors to a variety of responsibilities and risks, including the potential loss of substantial sums of money due to unanticipated price changes. Fake news is one of the difficulties in making predictions about cryptocurrencies. There are many bogus news items on the cryptocurrency exchange market, which can affect market prices by convincing consumers to buy or sell.

By reviewing peer-reviewed literature, this study intends to address the unpredictable nature of changing cryptocurrency prices and establish if AI algorithms and data mining have any relevance to the cryptocurrency market. The algorithms will also be put to use in this thesis to see how useful they are for forecasting prices on cryptocurrency exchange markets. Additionally, since blockchain technology will serve as the foundation for student research, this thesis also discusses the technology generally.

The financial world has been swept up in the Bitcoin phenomenon since its introduction in 2008. The market for cryptocurrencies has grown dramatically in just 10 years, from nothing to almost US$400B. There are currently more than 3000 cryptocurrencies on the market that began with Bitcoin. The overall market value of cryptocurrencies is US$1,746,285,217,570 as of June 2021, yet this success was brought on by a great deal of volatility. Recently, the price of Bitcoin alone swung from its height of US$60,000 to about US$30,000. Investors gradually became aware of this volatility and understood that making a lot of money with cryptocurrency investments is possible. But knowing the prices in advance is essential to making wise decisions. Artificial intelligence is offering solutions for this turbulent market to make things simpler for both inexperienced and seasoned investors.

AI and Sentiment Analysis

Additionally volatile is the stock market. However, stock prices are a little bit simpler to forecast than cryptocurrency prices. The fact that Bitcoin is still a relatively new phenomenon is one of the causes of that. In contrast to the stock market, the value of cryptocurrencies does not always reflect elements like cash flow and the availability of assets. Sentiment, however, is a component that does have an impact. The herd impulse, which occurs when the majority of people believe and act in the same way, is associated with over 90% of all crypto movements. Tweets, Reddit postings, and news items chart the movement of cryptocurrency values. The sentiments of these words can be examined using RNTNs, or recurrent neural tensor networks, to develop an AI bot for trading cryptocurrencies.

AI and Crypto Trading

Because cryptocurrency markets are open around-the-clock, there are always traders watching the price of cryptocurrencies. This provides a tonne of data that AI may use to analyze for systematic trading, which gathers and analyses previous market pricing to forecast future prices. By removing the possibility of human mistakes during calculation, using AI to cryptocurrency price predictions makes them more accurate and expedites the process. This ability of AI is being used by crypto trading companies like Endor, Signal, and websites like CryptoHawk.ai to offer their users insights into the cryptocurrency market. According to its marketing, Endor is "Google for predictive analytics." Small traders will benefit from important market information thanks to Endor's protocol without having to undertake their in-depth investigation.

The company recycles user activity data back into its algorithm to sharpen it for precise prediction. Signal focuses on offering user-friendly indications and alerts to new traders using data obtained by AI. With the aid of its prediction market, skilled traders and data scientists may not only make accurate market predictions but also earn money by selling their research. An AI trading platform for Bitcoin and Ethereum is called CryptoHawk.ai. This platform analyses big data sets using deep learning and AI to find important patterns, improve decisions, and make accurate forecasts.