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 …

Cryptocurrencies and artificial intelligence: Challenges and opportunities

F Sabry, W Labda, A Erbad, Q Malluhi - IEEE Access, 2020 - ieeexplore.ieee.org
Decentralized cryptocurrencies have gained a lot of attention over the last decade. Bitcoin
was introduced as the first cryptocurrency to allow direct online payments without relying on …

Forecasting cryptocurrency price using convolutional neural networks with weighted and attentive memory channels

Z Zhang, HN Dai, J Zhou, SK Mondal… - Expert Systems with …, 2021 - Elsevier
After the invention of Bitcoin as well as other blockchain-based peer-to-peer payment
systems, the cryptocurrency market has rapidly gained popularity. Consequently, the …

Bitcoin price forecasting: A perspective of underlying blockchain transactions

H Guo, D Zhang, S Liu, L Wang, Y Ding - Decision Support Systems, 2021 - Elsevier
Cryptocurrency price forecasting plays an important role in financial markets. Traditional
approaches face two challenges:(1) it is difficult to ascertain the influential factors related to …

Comparative performance of machine learning ensemble algorithms for forecasting cryptocurrency prices

V Derbentsev, V Babenko, K Khrustalev, H Obruch… - International Journal of …, 2021 - ije.ir
This paper discusses the problems of short-term forecasting of cryptocurrency time series
using a supervised machine learning (ML) approach. For this goal, we applied two of the …

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 …

Forecasting of cryptocurrency prices using machine learning

V Derbentsev, A Matviychuk, VN Soloviev - Advanced studies of financial …, 2020 - Springer
Our study is devoted to the problems of the short-term forecasting cryptocurrency time series
using machine learning (ML) approach. Focus on studying of the financial time series allows …

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 …

A complete empirical ensemble mode decomposition and support vector machine-based approach to predict Bitcoin prices

D Aggarwal, S Chandrasekaran… - Journal of behavioral and …, 2020 - Elsevier
Bitcoin as an asset class has received phenomenal investor attention and is considered to
have similar characteristics like gold. This study aims to analyze the price behavior of bitcoin …

Forecasting directional bitcoin price returns using aspect-based sentiment analysis on online text data

E Loginova, WK Tsang, G van Heijningen… - Machine Learning, 2024 - Springer
The emergence of cryptocurrency markets has drastically changed how online transactions
are conducted and provide a new investment opportunity. This study contributes to the …