Incorporating an Intelligent System Based on a Quantum Algorithm into Predictive Analysis for Screening COVID-19 Patients

Aratã Andrade Saraiva, Aratã Andrade Saraiva, Aratã Andrade Saraiva, Aratã Andrade Saraiva, Aratã Andrade Saraiva, João Paulo Oliveira da Silva, João Paulo Oliveira da Silva, José Sousa, N. Ferreira, N. Ferreira, N. Ferreira, Salviano Soares, Salviano Soares, Salviano Soares, António Valente, António Valente

2024

Abstract

The work seeks to develop an expert prediction system based on artificial intelligence that can serve as a tool for healthcare professionals, as a diagnostic aid when estimating whether a patient with COVID will show rapid clinical improvement or whether they will be intubated. Such a system is important for hospital management in relation to the acquisition of materials, in addition to enabling early treatment of patients with COVID. The predictive analysis algorithm for screening COVID patients addressed was the Variational Quantum Classifier (VQC) and Deep Neural Networks (DNN). As a result, an accuracy of 90% was obtained for DNN and 96% for VQC.

Paper Citation

in Harvard Style

Andrade Saraiva A., Paulo Oliveira da Silva J., Sousa J., Ferreira N., Soares S. and Valente A. (2024). Incorporating an Intelligent System Based on a Quantum Algorithm into Predictive Analysis for Screening COVID-19 Patients. In Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 1: BIODEVICES; ISBN 978-989-758-688-0, SciTePress, pages 111-116. DOI: 10.5220/0012351100003657

in Bibtex Style

@conference{biodevices24,
author={Aratã Andrade Saraiva and João Paulo Oliveira da Silva and José Sousa and N. Ferreira and Salviano Soares and António Valente},
title={Incorporating an Intelligent System Based on a Quantum Algorithm into Predictive Analysis for Screening COVID-19 Patients},
booktitle={Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 1: BIODEVICES},
year={2024},
pages={111-116},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012351100003657},
isbn={978-989-758-688-0},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 1: BIODEVICES
TI - Incorporating an Intelligent System Based on a Quantum Algorithm into Predictive Analysis for Screening COVID-19 Patients
SN - 978-989-758-688-0
AU - Andrade Saraiva A.
AU - Paulo Oliveira da Silva J.
AU - Sousa J.
AU - Ferreira N.
AU - Soares S.
AU - Valente A.
PY - 2024
SP - 111
EP - 116
DO - 10.5220/0012351100003657
PB - SciTePress