Machine learning meets omics: applications and perspectives

• Published in: Briefings in bioinformatics Vol. 23; no. 1
• Main Authors: Li, Rufeng, Li, Lixin, Xu, Yungang, Yang, Juan
• Format: Journal Article
• Language: English
• Published: England Oxford University Press 17.01.2022; Oxford Publishing Limited (England)
• Subjects: Artificial Intelligence; Big Data; Bioinformatics; Biotechnology; Computational Biology - methods; Computer applications; Genomics - methods; Learning algorithms; Machine Learning; Metabolomics; Precision medicine; Proteomics; Proteomics - methods; Radiomics; Transcriptomics; omics; machine learning; deep learning

Abstract The innovation of biotechnologies has allowed the accumulation of omics data at an alarming rate, thus introducing the era of ‘big data’. Extracting inherent valuable knowledge from various omics data remains a daunting problem in bioinformatics. Better solutions often need some kind of mor...