Machine learning methods for classification of COVID-19 exploiting infrared spectroscopy

• Main Author: Li, Yina
• Other Authors: Lin Zhiping
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering; Medicine, Health and Life Sciences; COVID-19; Infrared spectra; Feature selection; Feature transformation; Support vector machine
• Online Access: https://hdl.handle.net/10356/173801
• Institution: Nanyang Technological University

COVID-19 has the characteristics of diverse transmission routes and a long incubation period and can spread to a large area in a short period. Therefore, rapid COVID-19 testing is crucial. In this dissertation, we develop machine learning methods for the classification of the infrared spectra of COV...