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Deep Omics
Author(s) -
Tran Ngoc Hieu,
Zhang Xianglilan,
Li Ming
Publication year - 2018
Publication title -
proteomics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.26
H-Index - 167
eISSN - 1615-9861
pISSN - 1615-9853
DOI - 10.1002/pmic.201700319
Subject(s) - proteomics , genomics , computer science , artificial intelligence , deep learning , omics , computational biology , structural genomics , data science , bioinformatics , biology , genome , protein structure , genetics , biochemistry , gene
Deep learning has revolutionized research in image processing, speech recognition, natural language processing, game playing, and will soon revolutionize research in proteomics and genomics. Through three examples in genomics, protein structure prediction, and proteomics, we demonstrate that deep learning is changing bioinformatics research, shifting from algorithm‐centric to data‐centric approaches.