A Novel Approach for Bitcoin Price Prediction

This research explores the dynamic space of cryptocurrency like Bitcoin using advanced machine learning (ML) techniques to predict Bitcoin prices. The approach uses historical data of the closing price of bitcoin and incorporates types of machine learning model, including real-time analysis using ARIMA and deep learning models i.e. LSTM and GRU. The research aims not only to increase the performance & accuracy of Bitcoin price predictions but also to reveal the underlying structures and patterns that govern its fluctuations. This research provides investors, traders, and policymakers with valuable resources as they navigate the complex cryptocurrency market and bridges the gap between financial analysis and traditional and new learning technologies.

Authors

Institutions

Publication Details

Published
2024-09-21
DOI
https://doi.org/10.1109/nkcon62728.2024.10775276
Primary Topic
Blockchain Technology Applications and Security
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Novel Approach for Bitcoin Price Prediction

Pradeepta Mishra, Rajan Lal Karna, Bishal Babu Rajbanshi
Blockchain Technology Applications and Security
article

A Novel Approach for Bitcoin Price Prediction

Pradeepta Mishra, Rajan Lal Karna, Bishal Babu Rajbanshi
article en

Abstract

This research explores the dynamic space of cryptocurrency like Bitcoin using advanced machine learning (ML) techniques to predict Bitcoin prices. The approach uses historical data of the closing price of bitcoin and incorporates types of machine learning model, including real-time analysis using ARIMA and deep learning models i.e. LSTM and GRU. The research aims not only to increase the performance & accuracy of Bitcoin price predictions but also to reveal the underlying structures and patterns that govern its fluctuations. This research provides investors, traders, and policymakers with valuable resources as they navigate the complex cryptocurrency market and bridges the gap between financial analysis and traditional and new learning technologies.

M S Ramaiah University of Applied Sciences (IN)
Openalex Percentile: Top 60%
Blockchain Technology Applications and Security
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.