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Bitcoin Price Prediction using Neural Network

Gawali, Namrata (2022) Bitcoin Price Prediction using Neural Network. Masters thesis, Dublin, National College of Ireland.

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Bitcoin and other virtual currencies are becoming more popular and valuable among investors. Nowadays, these cryptocurrencies are not only are utilized for trading but they are also accepted as a mode of payment for regular transactions. Investors and distributors are becoming more interested in bitcoin as its prices fluctuate massively and returns on investment are increasing day by day. In this research, we will investigate how accurately we can predict price of bitcoin by reviewing several aspects, that affect the bitcoin price. It focuses on developing prediction model which provide reliable cryptocurrency price predictions. We considered Stock price data as an exogenous variable to build SARIMAX model. When the result of designed models were compared, it was observed that the LSTM model outperformed all SARIMA,SARIMAX and RNN model.

Item Type: Thesis (Masters)
Subjects: Q Science > QA Mathematics > Electronic computers. Computer science
T Technology > T Technology (General) > Information Technology > Electronic computers. Computer science
H Social Sciences > HG Finance > Money > Currency
H Social Sciences > HF Commerce > Electronic Commerce
Divisions: School of Computing > Master of Science in Data Analytics
Depositing User: Tamara Malone
Date Deposited: 24 Jan 2023 16:22
Last Modified: 24 Jan 2023 16:22

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