bitcoin price analyze and prediction usng data science process
Mr. N. M. K. Ramalingam Sakthivelan,B. Bairavan,P. Gopalakannan,Jibin George
Published in International Journal of Advanced Research in Computer Science Engineering and Information Technology
ISSN: 2321-3337 Impact Factor:1.521 Volume:6 Issue:3 Year: 26 June,2022 Pages:1711-1720
Abstract
Bitcoin is a digital asset and a payment system that is used as a form of Internet currency. It allows for anonymous payment from one person to another and is therefore a preferred payment method for criminal actions on the Internet. Recently Bitcoin has received a lot of attention from the media and the public due to its recent price hike. The objective of this paper is to determine the predictable Price direction of Bitcoin price. Machine learning models can likely give us the insight we need to learn about the future of Cryptocurrency. It will not tell us the future but it might tell us the general trend and direction to expect the prices to move. The proposed model is to build a machine learning model where the data is used to made to learn about the pattern in the dataset and the machine learning algorithm is used to predict the bitcoin price.
Kewords
Machine learning, Bitcoin, Data science
Reference
[1]. Gulani Senthuran, Malka N. Halgamuge, " Prediction of Crptocurrency Market Price Using Deep Learning and Blockchain Information: Bitcoin and Ethereum”. [2]. Yang Li 1,2 , Zibin Zheng 1,2,∗ and Hong-Ning Dai, " Enhancing Bitcoin Price Fluctuation Prediction Using Attentive LSTM and Embedding Network". [3]. Lekkala Sreekanth Reddy, Dr.P. Sriramya, " A Research On Bitcoin Price Prediction Using Machine Learning Algorithms". [4]. Mr. Shivam Pandey1, Mr.Anil Chavan2, Miss. Dhanashree Paraskar3, Prof. Sareen Deore, " Bitcoin Price Prediction using Machine Learning". [5]. Muhammad Ali Nasir1* , Toan Luu Duc Huynh2 , Sang Phu Nguyen3 and Duy Duong3, " Forecasting cryptocurrency returns and volume using search engines" [6] ―Bitcoin Volatility Forecasting with a Glimpse into Buy and Sell Orders‖ Tian Guo ; Albert Bifet ; Nino AntulovFantulin ; IEEE 2018 [7] F. Andrade de Oliveira, L. Enrique Zárate and M. de Azevedo Reis; C. NeriNobre, ―The use of artificial neural networks in the analysis and prediction of stock prices,‖ in IEEE International Conference on Systems, Man, and Cybernetics, 2011, pp. 2151-2155. [8] M. Daniela and A. BUTOI, ―Data mining on Romanian stock market using neural networks for price prediction‖. informaticaEconomica, 17,2013. [9] ―Bitcoin Cost Prediction using Deep Neural Network Technique‖Kalpanasonika ,Sayasri S , Vinothini , SugaPriya , IEEE 2018 [10] ―An improved K-Means clustering algorithm‖ ;Juntao Wang, Xiaolong Su, IEEE.
