Moninuola, Funmilayo S. and Adetiba, E. and Atayero, A. A. and Ayoola, A. A. and Adeyeye, Modupe and Oshin, Oluwadamilola and James, Gabriel Ameh and Abayomi, Abdultaofeek and Ezekiel, Victor (2023) Early Detection of Lung Cancer via Breath Analysis Utilising Electronic Nose. In: International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems (icABCD), 03-04 August 2023, Durban, South Africa.
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Abstract
Lung Cancer (LC), have the highest mortality rate and the second-highest incidence rate of all cancers combined because of a pathophysiological imbalance in the fundamental mechanism of cell proliferation. For patients with LC, prompt diagnosis and treatment are of utmost importance. The orthodox methods employed for detecting LC are characterised by invasiveness, protracted duration, high cost and exhibit reduced efficacy in detecting malignant cells during the initial phases of the ailment. The increasing attention of researchers toward the potential of utilising Volatile Organic Compound (VOC) biomarkers for the non-invasive detection of LC can be attributed to the advancements in techniques and procedures. This study offers a state-of-the-art portable E-nose that has the potential to enhance clinical outcomes associated with the early diagnosis of LC. Three ML models - SVM, AdaBoost, and MLP were employed to discriminate LC from other respiratory breathprint dataset. The MLP model achieved the highest performance accuracy result of 89.05%, specificity 95.12%, and sensitivity of 80%.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Subjects: | R Medicine > RA Public aspects of medicine R Medicine > RA Public aspects of medicine > RA0421 Public health. Hygiene. Preventive Medicine R Medicine > RB Pathology T Technology > TK Electrical engineering. Electronics Nuclear engineering |
| Divisions: | Faculty of Engineering, Science and Mathematics > School of Mathematics Faculty of Medicine, Health and Life Sciences > School of Medicine |
| Depositing User: | Patricia Nwokealisi |
| Date Deposited: | 21 Nov 2024 12:44 |
| Last Modified: | 21 Nov 2024 12:44 |
| URI: | http://eprints.covenantuniversity.edu.ng/id/eprint/18607 |
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