Applications of Deep Learning in Biological and Medical Data Analysis
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Science and Technology on Parallel and Distributed Processing Laboratory, College of Computer , National University of Defense Technology,Science and Technology on Parallel and Distributed Processing Laboratory, College of Computer , National University of Defense Technology,Science and Technology on Parallel and Distributed Processing Laboratory, College of Computer , National University of Defense Technology,Science and Technology on Parallel and Distributed Processing Laboratory, College of Computer , National University of Defense Technology,Unit 63928 of PLA,Institute of Radiation Medicine, Academy of Military Medical Sciences,Institute of Radiation Medicine, Academy of Military Medical Sciences

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This work was supported by grants from The National High-tech R&D Program of China(2015AA020100), The National Natural Science Foundation of China(U1435222, 81273488, 61402486), Research in Key Technologies of Infectious Disease Prevention of China(BWS14C051)

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    Abstract:

    The rapid accumulation of biomedical data provided unprecedented opportunities for biology and clinical research, while it also made traditional data analysis technology face enormous challenges. In this paper, we reviewed recent studies on biomedical data using deep learning. We introduced several recommended deep learning models and summarized current applications of biological and medical data analysis using deep learning, including the general procedure, model construction and training process. Finally, we made a discussion on some issues in deep learning applications.

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LI Yuan, LUO Zhi-Gang, GUAN Nai-Yang, YIN Xiao-Yao, WANG Bing, BO Xiao-Chen, LI Fei. Applications of Deep Learning in Biological and Medical Data Analysis[J]. Progress in Biochemistry and Biophysics,2016,43(5):472-483

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History
  • Received:October 26,2015
  • Revised:March 04,2016
  • Accepted:March 25,2016
  • Online: May 20,2016
  • Published: May 20,2016