Predicting market movement direction for bitcoin: A comparison of time series modeling methods

A Ibrahim, R Kashef, L Corrigan - Computers & Electrical Engineering, 2021 - Elsevier
Many traders participate in activities known as" day-trading", trading Bitcoin against the
dollar bill as the United States Dollar (USD) on very short timeframes to squeeze out profits …

[PDF][PDF] Automated bitcoin trading via machine learning algorithms

I Madan, S Saluja, A Zhao - URL: http://cs229. stanford. edu/proj2014 …, 2015 - smallake.kr
In this project, we attempt to apply machine-learning algorithms to predict Bitcoin price. For
the first phase of our investigation, we aimed to understand and better identify daily trends in …

[HTML][HTML] Forecasting mid-price movement of Bitcoin futures using machine learning

E Akyildirim, O Cepni, S Corbet, GS Uddin - Annals of Operations …, 2023 - Springer
In the aftermath of the global financial crisis and ongoing COVID-19 pandemic, investors
face challenges in understanding price dynamics across assets. This paper explores the …

Predicting the direction, maximum, minimum and closing prices of daily Bitcoin exchange rate using machine learning techniques

DCA Mallqui, RAS Fernandes - Applied Soft Computing, 2019 - Elsevier
Bitcoin is the most accepted cryptocurrency in the world, which makes it attractive for
investors and traders. However, the challenge in predicting the Bitcoin exchange rate is its …

[HTML][HTML] Bitcoin price forecasting and trading: Data analytics approaches

AH Al-Nefaie, THH Aldhyani - Electronics, 2022 - mdpi.com
Currently, the most popular cryptocurrency is bitcoin. Predicting the future value of bitcoin
can help investors to make more educated decisions and to provide authorities with a point …

Predicting the price of Bitcoin using Machine Learning

S McNally - 2016 - norma.ncirl.ie
This research is concerned with predicting the price of Bitcoin using machine learning. The
goal is to ascertain with what accuracy can the direction of Bitcoin price in USD can be …

[HTML][HTML] Forecasting Bitcoin price direction with random forests: How important are interest rates, inflation, and market volatility?

SA Basher, P Sadorsky - Machine Learning with Applications, 2022 - Elsevier
Bitcoin has grown in popularity and has now attracted the attention of individual and
institutional investors. Accurate Bitcoin price direction forecasts are important for determining …

Systematic erudition of bitcoin price prediction using machine learning techniques

PV Rane, SN Dhage - 2019 5th International Conference on …, 2019 - ieeexplore.ieee.org
Bitcoin (BTC) is an internet-based world's top-ranking cryptocurrency. Among widespread
cryptocurrencies available in the market, Bitcoin is most experienced by the people due to …

[HTML][HTML] Short-term bitcoin market prediction via machine learning

P Jaquart, D Dann, C Weinhardt - The journal of finance and data science, 2021 - Elsevier
We analyze the predictability of the bitcoin market across prediction horizons ranging from 1
to 60 min. In doing so, we test various machine learning models and find that, while all …

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 …