baotramduong/Bitcoin-Price-Prediction-using-Facebook-Prophet
In this work, we will approach the forecast of daily closing price series of the Bitcoin cryptocurrency using data on prices of prior years (January 2016 to August 2020).
Bitcoin Price Prediction using Facebook Prophet
Blog
Introduction
Exploratory Data Analysis
Prediction
Future Work
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Build LSTM RNN network to predict Bitcoin price minute-hour.
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Incorporate other features besides price: technical/ blockchain-based, sentiment/interest-based, and asset-based features.
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Other approaches: Generalized AutoRegressive Conditional Heteroscedasticity (GARCH) (Naimy & Hayek, 2018), Autoregressive Integrated Moving Average (ARIMA) (Sutiksno et al., 2018), Fast Wavelet Transform (Stocchi & Marchesi, 2018), etc.
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Predict other cryptocurrencies i.e. Ethereum, Litecoin, Ripple and Cardano, etc.
Reference
Jha, A. (n.d.). Bitcoin price prediction using Facebook Prophet [MOOC]. Coursera. https://www.coursera.org/projects/bitcoin-price-prediction-using-facebook-prophet.
Reiff, N. (2021, July 26). Why bitcoin price predictions are unreliable. Investopedia. Retrieved September 11, 2021, from https://www.investopedia.com/tech/why-bitcoin-price-predictions-are-unreliable/#:~:text=One%20of%20the%20major%20problems,not%20be%20linked%20to%20fundamentals.