UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
Call for Paper
Volume 11 | Issue 4 | April 2024

JETIREXPLORE- Search Thousands of research papers



WhatsApp Contact
Click Here

Published in:

Volume 9 Issue 6
June-2022
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

7.95 impact factor calculated by Google scholar

Unique Identifier

Published Paper ID:
JETIRFM06035


Registration ID:
403725

Page Number

194-202

Share This Article


Jetir RMS

Title

A SURVEY ON CRYPTOCURRENCY BIG-DATA ARCHITECTURE, PRICE PREDICTION MACHINE LEARNING ALGORITHMS AND SOCIAL MEDIA SENTIMENTS

Abstract

Cryptocurrencies are currently trending all over the world. Blockchain technology has made the cryptocurrency technology and its network more advanced. Cryptocurrencies are used for safe, anonymous online transactions. Despite being relatively simple to use, traditional statistical methods are flawed by seasonal effects. The best method for predicting cryptocurrency prices is machine learning. In this paper, it is illustrated how cryptocurrency's big data architecture can be applied to provide real-time analysis of cryptocurrency transactions and blocks. Understanding the various machine learning algorithms and techniques is essential when analyzing price dynamics of cryptocurrencies. Depending on the amount of historical data provided, most algorithms achieve similar accuracy. Moreover, researchers demonstrated how social media information and trends influence the reputation of certain cryptocurrencies, demonstrating the predictability of market prices.

Key Words

Lambda Architecture; ANN (Artificial Neural Network); LSTM (Long Short-Term Memory); RF (Random Forest); GRB (Gradient Boosting Machine); Tweepy; Decentralization;

Cite This Article

"A SURVEY ON CRYPTOCURRENCY BIG-DATA ARCHITECTURE, PRICE PREDICTION MACHINE LEARNING ALGORITHMS AND SOCIAL MEDIA SENTIMENTS", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 6, page no.194-202, June-2022, Available :http://www.jetir.org/papers/JETIRFM06035.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"A SURVEY ON CRYPTOCURRENCY BIG-DATA ARCHITECTURE, PRICE PREDICTION MACHINE LEARNING ALGORITHMS AND SOCIAL MEDIA SENTIMENTS", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.9, Issue 6, page no. pp194-202, June-2022, Available at : http://www.jetir.org/papers/JETIRFM06035.pdf

Publication Details

Published Paper ID: JETIRFM06035
Registration ID: 403725
Published In: Volume 9 | Issue 6 | Year June-2022
DOI (Digital Object Identifier):
Page No: 194-202
Country: -, -, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


Preview This Article


Downlaod

Click here for Article Preview

Download PDF

Downloads

000410

Print This Page

Current Call For Paper

Jetir RMS