Time-Series Cryptocurrency Forecasting Using Ensemble Deep Learning

KR Rao, ML Prasad, GR Kumar… - … on Circuit Power …, 2023 - ieeexplore.ieee.org
Cryptocurrency is now widely accepted as a payment and exchange method, permeating
nearly every aspect of the financial sector. Similar to the non-stationary and very erratic price …

Ensemble deep learning models for forecasting cryptocurrency time-series

IE Livieris, E Pintelas, S Stavroyiannis, P Pintelas - Algorithms, 2020 - mdpi.com
Nowadays, cryptocurrency has infiltrated almost all financial transactions; thus, it is generally
recognized as an alternative method for paying and exchanging currency. Cryptocurrency …

An advanced CNN-LSTM model for cryptocurrency forecasting

IE Livieris, N Kiriakidou, S Stavroyiannis, P Pintelas - Electronics, 2021 - mdpi.com
Nowadays, cryptocurrencies are established and widely recognized as an alternative
exchange currency method. They have infiltrated most financial transactions and as a result …

[HTML][HTML] Cryptocurrency price forecasting–A comparative analysis of ensemble learning and deep learning methods

A Bouteska, MZ Abedin, P Hajek, K Yuan - International Review of …, 2024 - Elsevier
Cryptocurrency price forecasting is attracting considerable interest due to its crucial decision
support role in investment strategies. Large fluctuations in non-stationary cryptocurrency …

Deep learning algorithm to predict cryptocurrency fluctuation prices: Increasing investment awareness

MA Ammer, THH Aldhyani - Electronics, 2022 - mdpi.com
Digital currencies such as Ethereum and XRP allow for all transactions to be carried out
online. To emphasize the decentralized nature of fiat currency, we can refer, for example, to …

Forecasting cryptocurrency prices using LSTM, GRU, and bi-directional LSTM: a deep learning approach

PL Seabe, CRB Moutsinga, E Pindza - Fractal and Fractional, 2023 - mdpi.com
Highly accurate cryptocurrency price predictions are of paramount interest to investors and
researchers. However, owing to the nonlinearity of the cryptocurrency market, it is difficult to …

[PDF][PDF] Comparative performance of machine learning algorithms for cryptocurrency forecasting

NA Hitam, AR Ismail - Ind. J. Electr. Eng. Comput. Sci, 2018 - academia.edu
Machine Learning is part of Artificial Intelligence that has the ability to make future
forecastings based on the previous experience. Methods has been proposed to construct …

Machine learning algorithm for cryptocurrencies price prediction

JB Awotunde, RO Ogundokun, RG Jimoh… - Artificial intelligence for …, 2021 - Springer
Cryptocurrency has grown outstandingly in recent years. Additional events throughout the
planet have acknowledged the significance of embracing numeral benefits virtually with …

Investigating the problem of cryptocurrency price prediction: a deep learning approach

E Pintelas, IE Livieris, S Stavroyiannis… - … and Innovations: 16th …, 2020 - Springer
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 …

DLCP2F: a DL-based cryptocurrency price prediction framework

A Aljadani - Discover Artificial Intelligence, 2022 - Springer
Cryptocurrencies are distributed digital currencies that have emerged as a consequence of
financial technology advancement. In 2017, cryptocurrencies have shown a huge rise in …