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 …

[PDF][PDF] Bitcoin candlestick prediction with deep neural networks based on real time data

RK Alkhodhairi, SR Aljalhami… - CMCCOMPUTERS …, 2021 - cdn.techscience.cn
Currently, Bitcoin is the world's most popular cryptocurrency. The price of Bitcoin is
extremely volatile, which can be described as high-benefit and high-risk. To minimize the …

Multi-head self-attention transformer for dogecoin price prediction

S Sridhar, S Sanagavarapu - 2021 14th International …, 2021 - ieeexplore.ieee.org
Cryptocurrency market has witnessed a boom during the global pandemic and has proven
as a strong investment with a wide institutional adoption. A time-series forecasting solution …

Forecasting ethereum storj token prices: Comparative analyses of applied bitcoin models

R Bush, S Choi - 2019 International Conference on Data …, 2019 - ieeexplore.ieee.org
The research on forecasting Ethereum STORJ token has not been widely studied compared
to forecasting Bitcoin. The objective of this paper is threefold: apply existing Bitcoin price …

Comparison of Machine Learning Methods for Cryptocurrency Price Prediction

A Armin, A Shiri, B Bahrak - 2022 8th Iranian Conference on …, 2022 - ieeexplore.ieee.org
In recent years, cryptocurrencies have received much attention due to their recent price
surge and crash. In fact, their prices have been volatile, making them very difficult to predict …

Deep Learning Model Analysis and Web-Based Implementation of Cryptocurrency Prediction

G Ardiyansyah, F Ferdiansyah… - Journal of Information …, 2022 - journal-isi.org
Cryptocurrency is a digital asset designed by cryptography, such as Secure Hash Algorithm
2 (SHA-2) and Message Digest 5 (MD5). Cryptocurrency uses Blockchain technology to …

Forecasting Cryptocurrency Prices using Sequential and Time Series Models

S Das Gupta, T Kolla, R Yadav, M Arora… - Proceedings of the 4th …, 2022 - dl.acm.org
The world saw a recent hype of terms, cryptocurrency, and digital assets. It was the subject
of discussion. Almost everyone was fascinated by this not-so-new concept due to its …

Bitcoin Price Prediction: A Deep Learning Approach

A Singh, A Kumar, Z Akhtar - 2021 8th International …, 2021 - ieeexplore.ieee.org
The world first decentralized currency-cryptocurrency brings us the new era of a mode of
exchange. It has been included many technologies like bitcoin, ethereum, and hyper ledger …

Early Prediction of Cryptocurrency Price Decline: A Deep Learning Approach

MS Akter, H Shahriar, MA Rahman… - … on Computer and …, 2023 - ieeexplore.ieee.org
In recent times, the cryptocurrency market has emerged as one of the fastest-growing
financial markets worldwide. It is, however, known for its high volatility and illiquidity …

A comparative approach between batch and online machine learning for predicting next-minute cryptocurrency price direction

T Barry - 2021 - norma.ncirl.ie
As machine learning evolves within the era of big-data, this research addressed the topic of
comparing batch machine learning against equivalent, online learning techniques in the …