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 …

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 …

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 …

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 using traditional statistical and machine‐learning techniques: A survey

AM Khedr, I Arif, M El‐Bannany… - Intelligent Systems in …, 2021 - Wiley Online Library
Cryptocurrencies are decentralized electronic counterparts of government‐issued money.
The first and best‐known cryptocurrency example is bitcoin. Cryptocurrencies are used to …

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) …

Multivariate cryptocurrency prediction: comparative analysis of three recurrent neural networks approaches

S Hansun, A Wicaksana, AQM Khaliq - Journal of Big Data, 2022 - Springer
As a new type of currency introduced in the new millennium, cryptocurrency has established
its ecosystems and attracts many people to use and invest in it. However, cryptocurrencies …

Bitcoin price forecasting using lstm and 10-fold cross validation

S Tandon, S Tripathi, P Saraswat… - … Conference on Signal …, 2019 - ieeexplore.ieee.org
This research paper reports the proposed model for price prediction of the popular Bitcoin
crypto currency while applying different neural network approaches namely Recurrent …

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 …