CRYPTO CURRENCY PRICE PREDICTION USING SENTIMENT ANALYSIS

Registration ID: IJNRD_188205

Published ID: IJNRD2303032

DOI: http://doi.one/10.1729/Journal.33411

Dr. RAJESHWARI D , Dr. Ananthapadmanabha T

Cryptocurrency, Bitcoin, LSTM, Bi-Directional LSTM, Twitter data

A developing market, crypto currencies are becoming more and more important in the financial sector. The crypto currency market is an ideal research topic because of its low entrance barrier and high data availability. By applying sentiment analysis and machine learning techniques, it is possible to gain insights into the behavior of markets for the difficult work of stock market forecasting. Although there has been some prior research, the majority have only looked at the behavior of Bitcoin. This technique suggests using widely used machine learning tools and readily accessible social media data to forecast changes in the price of the Bitcoin cryptocurrency market. The findings demonstrate that cryptocurrency markets may be predicted using machine learning and sentiment analysis, with Twitter data being able to predict specific cryptocurrencies and outperforming other models. This system presents predictive model for forecasting the Bitcoin price movements using LSTM, Bi-Directional LSTM using sentiment analysis extracted from Twitter data. A review of the relevant literature and related works which this work expands upon is presented, in addition to an analysis of relevant techniques.

Published Paper   E-Certificate

Dr. RAJESHWARI D & Dr. Ananthapadmanabha T (March-2023). CRYPTO CURRENCY PRICE PREDICTION USING SENTIMENT ANALYSIS . INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 8(3), a310-a326. http://doi.one/10.1729/Journal.33411

Volume 8 Issue 3, March-2023

Pages : a310-a326

Paper Reg. ID: IJNRD_188205

Published Paper Id: IJNRD2303032

Downloads: 000122033

Research Area: Computer Science & Technology 

Country: Mysuru, Karnataka, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2303032.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2303032

Crossref DOI: http://doi.one/10.1729/Journal.33411

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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