Dimensional reduction based on peak fitting of Raman micro spectroscopy data improves detection of prostate cancer in tissue specimens - Plante, Arthur; Dallaire, Frédérick; Grosset, Andrée-Anne; Nguyen, Tien; Birlea, Mirela; Wong, Jahg; Daoust, François; Roy, Noémi; Kougioumoutzakis, André; Azzi, Feryel; Aubertin, Kelly; Kadoury, Samuel; et al. (Journal of biomedical optics, 2021)
Keywords: Accuracy; Algorithms; Aluminum; Biomarkers; Classification; Cosmic rays; Datasets; Discriminant analysis; Feature selection; Health care networks; Kernel functions; Learning algorithms; Machine learning; Microscopy; Patients; Prostate cancer; Prostate carcinoma; Prostatic intraepithelial neoplasia; Radial basis function; Raman spectra; Raman spectroscopy; Reduction; Sensitivity analysis; Spectroscopy; Spectrum analysis; Support vector machines; Wavelengths; Raman micro-spectroscopy; prostate cancer; feature reduction; machine learning; feature selection