CincoCrypto - A Cryptocurrency Price Forecasting Tool for Everyone

Gonzalo Lara de Leyva, Ashutosh Dhar Dwivedi*, Jens Myrup Pedersen

*Corresponding author for this work

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Abstract

The proliferation of cryptocurrency investment scams has become a pressing concern in recent times. In response to this challenge, this research paper introduces ‘CincoCrypto,’ a novel and innovative solution designed to provide investors with a cost-free, user-friendly, and open-source tool for cryptocurrency price forecasting. CincoCrypto leverages four Machine Learning models, trained on financial data from up to five prominent cryptocurrencies, enabling it to predict the closing prices in United States Dollars for the subsequent day. The study primarily concentrates on one-year datasets derived from the world’s top five cryptocurrencies by global market capitalization: Bitcoin, Ethereum, Tether, Binance Coin, and USD Coin. Our findings indicate the most promising results for Ethereum, with the Convolutional Neural Network model emerging as the most accurate among the four models, while the Space Vector Regression model demonstrates superior computational performance. This research offers valuable insights into the potential applications of Machine Learning in mitigating cryptocurrency investment risks and improving market predictions.

Original languageEnglish
Title of host publicationRecent Trends in Image Processing and Pattern Recognition - 6th International Conference, RTIP2R 2023, Revised Selected Papers
EditorsKC Santosh, Aaisha Makkar, Myra Conway, Ashutosh K. Singh, Antoine Vacavant, Anas Abou el Kalam, Mohamed-Rafik Bouguelia, Ravindra Hegadi
Number of pages15
PublisherSpringer Science+Business Media
Publication date2024
Pages250-264
ISBN (Print)9783031530845
DOIs
Publication statusPublished - 2024
Event6th International Conference on Recent Trends in Image Processing and Pattern Recognition, RTIP2R 2023 - Derby, United Kingdom
Duration: 7 Dec 20238 Dec 2023

Conference

Conference6th International Conference on Recent Trends in Image Processing and Pattern Recognition, RTIP2R 2023
Country/TerritoryUnited Kingdom
CityDerby
Period07/12/202308/12/2023
SeriesCommunications in Computer and Information Science
Volume2027 CCIS
ISSN1865-0929

Bibliographical note

Publisher Copyright:
© 2024, The Author(s), under exclusive license to Springer Nature Switzerland AG.

Keywords

  • Binance Coin
  • Bitcoin
  • Cryptocurrency
  • Ethereum
  • Machine Learning
  • Price prediction
  • Scams
  • Tether
  • USD Coin

Fingerprint

Dive into the research topics of 'CincoCrypto - A Cryptocurrency Price Forecasting Tool for Everyone'. Together they form a unique fingerprint.

Cite this