Mapping the Landscape of Machine Learning Applications in Bitcoin Price Forecasting: A Bibliometric Analysis

SK Inani, H Pradhan, V Pagaria… - … and Smart Electrical …, 2023 - ieeexplore.ieee.org
The growing utilization of machine learning techniques for forecasting has generated
significant interest among individuals involved in Bitcoin investing, trading, and portfolio …

Exploring the Trends of Bitcoin Research in COVID-19 Era: A Bibliometric Study

G Kabra, SK Inani, A Balodi… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
Bitcoin has attracted significant attention from academia and industry and has emerged as a
new and rapidly growing research field over the past decade. However, there has been no …

Unraveling the Landscape of Bitcoin Research Using Machine Learning: A Topic Modelling Approach

SK Inani, G Kabra, G Nagpal… - … Conference on Electrical …, 2023 - ieeexplore.ieee.org
This study provides a comprehensive analysis of the evolving field of Bitcoin research
through the application of bibliometric analysis and structural topic modeling techniques. A …

Impact Machine Learning Classification And Technical Indicators, Forecast The Direction Of Bitcoin

M El Badaoui, B Raouyane… - 2023 14th …, 2023 - ieeexplore.ieee.org
This study assesses the effectiveness of machine learning (ML) models in predicting
fluctuations in the direction of Bitcoin prices using conventional technical indicators. Given …

Empirical forecasting analysis of bitcoin prices: A comparison of machine learning, deep learning, and ensemble learning models

N Tripathy, S Hota, D Mishra, P Satapathy… - International journal of …, 2024 - hrcak.srce.hr
Sažetak Bitcoin has drawn a lot of interest recently as a possible high-earning investment.
There are significant financial risks associated with its erratic price volatility. Therefore …

Determining the Close Price of Bitcoin Using Regression Based on Blockchain Information

BI Seraphim, S Dash, K Ambastha… - … Conference on Intelligent …, 2021 - Springer
Bitcoin is a worldwide virtual currency. It is globally used as a financial asset and as a
currency factor for buying and selling products and services in exchange of fractions or …

[PDF][PDF] Machine Learning-Based Forecasting of Bitcoin Price Movements

D Angelovski, B Velichkovska… - Proceedings of the …, 2024 - opendata.uni-halle.de
In the volatile realm of cryptocurrency markets, this research explores the intricate dance of
Bitcoin price dynamics through the lens of machine learning. Employing a multifaceted …

Comparative Analysis of Machine Learning and Deep Learning Models for Bitcoin Price Prediction

OA Al-Zakhali, AM Abdulazeez - Indonesian Journal of Computer Science, 2024 - 3.8.6.95
This research endeavors to forecast Bitcoin prices by employing a suite of machine learning
and deep learning models. Five distinct models were employed: Random Forest, Linear …

Forecasting bitcoin prices in the context of the COVID-19 pandemic using machine learning approaches

P Sontakke, F Jafari, M Saeedi… - … Conference on Data …, 2023 - Springer
Using daily data from 1st April 2016 to 3rd March 2022, this study aims to explore the use
and effectiveness of machine learning algorithms in forecasting the price of Bitcoin. The …

Deep Learning Models for Bitcoin Prediction Using Hybrid Approaches with Gradient-Specific Optimization

A Ladhari, H Boubaker - Forecasting, 2024 - mdpi.com
Since cryptocurrencies are among the most extensively traded financial instruments
globally, predicting their price has become a crucial topic for investors. Our dataset, which …