[HTML][HTML] Forecasting cryptocurrency returns using classical statistical and deep learning techniques

NN AlMadany, O Hujran, G Al Naymat… - International Journal of …, 2024 - Elsevier
The emergence of cryptocurrencies has generated enthusiasm and concern in the modern
global economy. However, their high volatility, erratic price fluctuations, and tendency to …

Empirical Forecasting Analysis of Bitcoin Prices: A Comparison of Machine learning, Deep learning, and Ensemble learning Models

N Tripathy, S Hota, D Mishra, P Satapathy… - International journal of …, 2024 - hrcak.srce.hr
Sažetak Bitcoin has drawn a lot of interest recently as a possible high-earning investment.
There are significant financial risks associated with its erratic price volatility. Therefore …

Bitcoin price forecasting and trading: Data analytics approaches

AH Al-Nefaie, THH Aldhyani - Electronics, 2022 - mdpi.com
Currently, the most popular cryptocurrency is bitcoin. Predicting the future value of bitcoin
can help investors to make more educated decisions and to provide authorities with a point …

Bitcoin price prediction based on other cryptocurrencies using machine learning and time series analysis

N Maleki, A Nikoubin, M Rabbani… - Scientia …, 2023 - scientiairanica.sharif.edu
Cryptocurrencies, which the Bitcoin is the most remarkable one, have allured substantial
awareness up to now, and they have encountered enormous instability in their price. While …

Constructing a cryptocurrency-price prediction model using deep learning

TK Tran, TTT Le, TT Bui, VQ Dang… - … on Engineering and …, 2022 - ieeexplore.ieee.org
The purpose of this study is to discover the optimal Deep Learning model for Bitcoin
prediction among the Convolutional Neural Network (CNN), Recurrent Neural Network …

Bitcoin Price Forecasting Through Crypto Market Variables: Quantile Regression and Machine Learning Approaches

A Oviedo-Gómez, JM Candelo-Viáfara… - Handbook on Decision …, 2022 - Springer
The cryptocurrency market is an innovative alternative to the traditional currency markets
that has increased the interest of investors, academics, and governments. In the last years …

[PDF][PDF] Fundamental research questions and proposals on predicting cryptocurrency prices using DNNs

E Pintelas, I Livieris, S Stavroyiannis, T Kotsilieris… - 2020 - researchgate.net
In last decade, cryptocurrency has emerged in financial area as a key factor in businesses
and financial market opportunities. Accurate predictions can assist cryptocurrency investors …

Measurement and forecasting of fluctuating Cryptocurrency prices using deep learning

F Zeeshan, N Nepal… - 2023 9th International …, 2023 - ieeexplore.ieee.org
In the context of cryptocurrency forecasting, this paper provides a comprehensive analysis of
various prediction methods, including financial methods, statistical methods, machine …

Bitcoin price prediction

M Fernandes, S Khanna, L Monteiro… - … on Advances in …, 2021 - ieeexplore.ieee.org
Advancement in technological developments introduced virtual currency exchange methods
viz Bitcoin, Litecoin, Ethereum and so on which are evolving rapidly. Cryptocurrencies were …

Analysis of Various Machine Learning and Deep Learning Algorithms for Bitcoin Price Prediction

B Sonare, S Patil, R Pise, S Bajad… - … on Recent Advances …, 2023 - ieeexplore.ieee.org
Bitcoin (BTC) is a cryptocurrency meaning that it is a virtual asset that works on encryption
systems to control production of units and verify the funds transfer. Bitcoin's operation is …