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 …

A novel cryptocurrency price prediction model using GRU, LSTM and bi-LSTM machine learning algorithms

MJ Hamayel, AY Owda - Ai, 2021 - mdpi.com
Cryptocurrency is a new sort of asset that has emerged as a result of the advancement of
financial technology and it has created a big opportunity for researches. 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 …

A deep learning-based cryptocurrency price prediction scheme for financial institutions

MM Patel, S Tanwar, R Gupta, N Kumar - Journal of information security …, 2020 - Elsevier
A cryptocurrency is a network-based digital exchange medium, where the records are
secured using strong cryptographic algorithms such as Secure Hash Algorithm 2 (SHA-2) …

Forecasting cryptocurrency prices using recurrent neural network and long short-term memory

I Nasirtafreshi - Data & Knowledge Engineering, 2022 - Elsevier
The rapid development of cryptocurrencies over the past decade is one of the most
controversial and ambiguous innovations in the modern global economy. Numerous and …

Cryptocurrency price prediction with convolutional neural network and stacked gated recurrent unit

CY Kang, CP Lee, KM Lim - Data, 2022 - mdpi.com
Virtual currencies have been declared as one of the financial assets that are widely
recognized as exchange currencies. The cryptocurrency trades caught the attention of …

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 …

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 …

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 …

Bitcoin price prediction and analysis using deep learning models

T Awoke, M Rout, L Mohanty, SC Satapathy - … Software and Networks …, 2020 - Springer
Cryptocurrencies are a digital way of money in which all transactions are held electronically.
It is a soft currency which doesn't exist in the form of hard notes physically. Here, we are …