AI-enhanced blockchain technology: A review of advancements and opportunities

D Ressi, R Romanello, C Piazza, S Rossi - Journal of Network and …, 2024 - Elsevier
Blockchain technology has rapidly gained popularity, permeating various fields due to its
inherent features of security, transparency, and decentralization. Blockchain-based …

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 …

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 …

Modeling monthly streamflow in mountainous basin by MARS, GMDH-NN and DENFIS using hydroclimatic data

RM Adnan, Z Liang, KS Parmar, K Soni… - Neural Computing and …, 2021 - Springer
Accurate estimation of streamflow has a vital importance in water resources engineering,
management and planning. In the present study, the abilities of group method of data …

A survey of deep learning applications in cryptocurrency

J Zhang, K Cai, J Wen - Iscience, 2024 - cell.com
This study aims to comprehensively review a recently emerging multidisciplinary area
related to the application of deep learning methods in cryptocurrency research. We first …

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 …

Cryptocurrency portfolio allocation using a novel hybrid and predictive big data decision support system

AI Maghsoodi - Omega, 2023 - Elsevier
Establishing a cryptocurrency portfolio management and allocation decision support is vital
in enabling investors to thrive in this market. More than nearly 5000 cryptocurrencies are …

A novel validation framework to enhance deep learning models in time-series forecasting

IE Livieris, S Stavroyiannis, E Pintelas… - Neural Computing and …, 2020 - Springer
Time-series analysis and forecasting is generally considered as one of the most challenging
problems in data mining. During the last decade, powerful deep learning methodologies …

An asymmetric PROMETHEE II for cryptocurrency portfolio allocation based on return prediction

SH Zolfani, HM Taheri, M Gharehgozlou… - Applied Soft …, 2022 - Elsevier
Portfolio allocation, portfolio selection, and portfolio optimization are recognized as three
crucial problems in the financial field. Using different criteria in addition to return and risk in …

GATE: A guided approach for time series ensemble forecasting

MR Sarkar, SG Anavatti, T Dam, MM Ferdaus… - Expert Systems with …, 2024 - Elsevier
In this article, a new ensemble learning model called GATE is proposed to improve the
accuracy and stability of time-series forecasting, which is a crucial aspect of modern …