Deep learning in omics: a survey and guideline

Author:

Zhang Zhiqiang1,Zhao Yi2,Liao Xiangke1,Shi Wenqiang1,Li Kenli3,Zou Quan4ORCID,Peng Shaoliang13

Affiliation:

1. School of Computer Science, National University of Defense Technology, Changsha, China

2. Institute of Computing Technology,Chinese Academy of Sciences, Beijing, China

3. College of Computer Science and Electronic Engineering & National Supercomputer Centre in Changsha, Hunan University, Changsha, China

4. School of Computer Science and Technology, Tianjin University, Tianjin, China

Funder

National Key R&D Program of China

National Natural Science Foundation of China

Funds of State Key Laboratory of Chemo/Biosensing and Chemometrics

Fundamental Research Funds for the Central Universities

Guangdong Provincial Science and Technology Department

Publisher

Oxford University Press (OUP)

Subject

Genetics,Molecular Biology,Biochemistry,General Medicine

Reference143 articles.

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2. The perceptron: a probabilistic model for information storage and organization in the brain;Rosenblatt;Psychol Rev,1958

3. Beyond regression: new tools for prediction and analysis in the behavioral science;Werbos,1974

4. A fast learning algorithm for deep belief nets;Hinton;Neural Comput,2006

5. Deep patient: an unsupervised representation to predict the future of patients from the electronic health records;Miotto;Sci Rep,2016

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