Filter and wrapper stacking ensemble (FWSE): a robust approach for reliable biomarker discovery in high-dimensional omics data

• Main Authors: Budhraja, Sugam, Doborjeh, Maryam, Singh, Balkaran, Tan, Samuel Ming Xuan, Doborjeh, Zohreh, Lai, Edmund, Merkin, Alexander, Lee, Jimmy Chee Keong, Goh, Wilson, Kasabov, Nikola
• 其他作者: Lee Kong Chian School of Medicine (LKCMedicine)
• 格式: Article
• 語言: English
• 出版: 2024
• 主題: Medicine, Health and Life Sciences; Biomarker discovery; Proteomics
• 在線閱讀: https://hdl.handle.net/10356/174293
• 機構: Nanyang Technological University

Selecting informative features, such as accurate biomarkers for disease diagnosis, prognosis and response to treatment, is an essential task in the field of bioinformatics. Medical data often contain thousands of features and identifying potential biomarkers is challenging due to small number of sam...