International Journal For Multidisciplinary Research
E-ISSN: 2582-2160
•
Impact Factor: 9.24
A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal
Home
Research Paper
Submit Research Paper
Publication Guidelines
Publication Charges
Upload Documents
Track Status / Pay Fees / Download Publication Certi.
Editors & Reviewers
View All
Join as a Reviewer
Reviewer Referral Program
Get Membership Certificate
Current Issue
Publication Archive
Conference
Publishing Conf. with IJFMR
Upcoming Conference(s) ↓
WSMCDD-2025
GSMCDD-2025
Conferences Published ↓
RBS:RH-COVID-19 (2023)
ICMRS'23
PIPRDA-2023
Contact Us
Plagiarism is checked by the leading plagiarism checker
Call for Paper
Volume 6 Issue 5
September-October 2024
Indexing Partners
Analyzing Cryptocurrency Prices through Artificial Intelligence
Author(s) | P.Sathi Reddy, T. Ashish, B. Sankar, P. Srinivas Rao, P. Evan Theodar, P. Gayatri |
---|---|
Country | India |
Abstract | Cryptocurrency is reshaping the financial landscape, gaining popularity and acceptance among merchants. Despite the increasing investments in cryptocurrency, its dynamic features, uncertainties, and predictability remain largely unknown, posing significant investment risks. This study aims to understand the factors influencing cryptocurrency value formation. Leveraging advanced artificial intelligence frameworks like fully connected Artificial Neural Network (ANN) and Long Short-Term Memory (LSTM) Recurrent Neural Network, we analyze the price dynamics of Bitcoin, Ethereum, and Ripple. Our findings indicate that ANN relies more on long-term history, while LSTM focuses on short-term dynamics, suggesting LSTM's superior efficiency in utilizing historical information. However, with sufficient historical data, ANN can achieve comparable accuracy to LSTM. This study underscores the predictability of cryptocurrency market prices, though the explanation may vary depending on the machine-learning model employed. |
Keywords | Cryptocurrency, Artificial Intelligence, ANN, Price Analysis |
Field | Computer > Artificial Intelligence / Simulation / Virtual Reality |
Published In | Volume 6, Issue 2, March-April 2024 |
Published On | 2024-03-23 |
Cite This | Analyzing Cryptocurrency Prices through Artificial Intelligence - P.Sathi Reddy, T. Ashish, B. Sankar, P. Srinivas Rao, P. Evan Theodar, P. Gayatri - IJFMR Volume 6, Issue 2, March-April 2024. DOI 10.36948/ijfmr.2024.v06i02.15600 |
DOI | https://doi.org/10.36948/ijfmr.2024.v06i02.15600 |
Short DOI | https://doi.org/gtn3vn |
Share this
E-ISSN 2582-2160
doi
CrossRef DOI is assigned to each research paper published in our journal.
IJFMR DOI prefix is
10.36948/ijfmr
Downloads
All research papers published on this website are licensed under Creative Commons Attribution-ShareAlike 4.0 International License, and all rights belong to their respective authors/researchers.