A Review of Machine Learning Algorithms for Cryptocurrency Price Prediction


EOI: 10.11242/viva-tech.01.05.071

Download Full Text here



Citation

Aditya Sule, Ashwani Tiwari, Rahul Yadav , Kirtida Naik, "A Review of Machine Learning Algorithms for Cryptocurrency Price Prediction ", VIVA-IJRI Volume 1, Issue 5, Article 1, pp. 1-9, 2022. Published by Computer Engineering Department, VIVA Institute of Technology, Virar, India.

Abstract

In this paper we have discussed different machine learning algorithms used for prediction purpose. We have compared algorithms like SVM, logistic regression, decision tree, linear regression, LSTM,GRU. In this the process of this algorithm have been explained with the help of diagrams wherever needed. As every algorithm has its limitation which makes it to be used till certain limit only. These algorithms are been classified on different parameters like accuracy and many more. The main goal of this paper is to get an idea of machine learning algorithms and try to explain it in a simplified manner.

Keywords

Machine learning algorithms, accuracy, LSTM, GRU, Linear regression, decision tree, logistic regression.

References

  1. T.Awoke et al,"Bitcoin Price Prediction and Analysis Using Deep Learning Models", researchgate, October 2020.
  2. Mohammed Mudassir ,"Time-series forecasting of Bitcoin prices using high-dimensional features: a machine learning approach",springer,04 July 2020.
  3. Lekkala Sreekanth Reddy, " A Research On Bitcoin Price Prediction Using Machine Learning Algorithms,IJRSTR,April 2020.
  4. Nor Azizah Hitam, "Comparative Performance of Machine Learning Algorithms for Cryptocurrency Forecasting",researchgate,September 2018.
  5. Saad Ali Alahmari, " Predicting the Price of Cryptocurrency using Support Vector Regression Methods",Researchgate, April 2020.
  6. Ho et al, "Bitcoin Price Prediction Using Machine Learning and Artificial Neural Network", INDJST, September 2021.
  7. Lokesh Vaddi et al.," Predicting Crypto Currency Prices Using Machine Learning and Deep Learning Techniques", IJATCSE, july -August 2020.
  8. Karunya Rathan,"Crypto-Currency price prediction using Decision Tree and Regression techniques", IEEE 2019.
  9. Neha mangla, "Bitcoin Price Prediction Using Machine Learning ",Researchgate ,May 2019.
  10. Thearasak Phaladisailoed , "Machine Learning Models Comparison for Bitcoin Price Prediction ", IEEE 2018.
  11. Jifeng Sun, " Using machine learning for cryptocurrency trading ",IEEE 2019.
  12. Shubhankar Mohapatra ," KryptoOracle: A Real-Time Cryptocurrency Price Prediction Platform Using Twitter Sentiments" , IEEE 2019.
  13. www.youtube.com
  14. www.javatpoint.com
  15. www.wikipedia.com