Applications of Deep Learning in Biomedicine

Molecular Pharmaceutics - Tập 13 Số 5 - Trang 1445-1454 - 2016
Polina Mamoshina1, Armando Vieira2, Evgeny Putin1, Alex Zhavoronkov1
1Artificial Intelligence Research, Insilico Medicine, Inc, ETC, Johns Hopkins University, Baltimore, Maryland 21218, United States
2RedZebra Analytics, 1 Quality Court, London, WC2A 1HR, U.K.

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Tài liệu tham khảo

EMBL-European Bioinformatic Institute. EMBL-EBI Annual Scientific Report 2014. (2014, p142.

10.1371/journal.pcbi.1002816

10.1371/journal.pcbi.1004053

10.1038/nrg3920

10.1038/nature14539

Bengio Y., 2007, Large Scale Kernel Mach., 321, 10.7551/mitpress/7496.003.0016

10.1111/j.1467-8640.2010.00366.x

10.1109/CVPR.2014.222

10.1038/nature14236

Gatys, L. A.; Ecker, A. S.; Bethge, M.; Sep, C. V.A Neural Algorithm of Artistic Style; pp3–7.

10.1016/j.neunet.2014.09.003

10.3389/fnsys.2015.00178

Baralis E., 2008, 2008 19th International Conference on Database and Expert Systems Applications, 647

Bengio Y., 2015, Deep Learning

Krizhevsky A., 2012, Adv. Neural Inf. Process. Syst., 1

Snoek, J.; Larochelle, H.; Adams, R. P.Practical Bayesian Optimization of Machine Learning Algorithms; 2012; pp1–12.

Mockus J., 1978, Towards Global Optimization, 2, 117

10.1016/j.vascn.2007.10.002

10.18632/oncotarget.2493

10.18632/oncotarget.6394

10.18632/oncotarget.2548

10.1101/gr.124347.111

10.1109/TNB.2015.2461219

10.1016/j.ygeno.2004.01.004

10.1155/2015/198363

10.3389/fmolb.2014.00008

10.1109/EMBC.2014.6944490

Fakoor R., 2013, Proceeding 30th Int. Conf. Mach. Learn. Atlanta, GA, 28

10.1101/020404

10.1186/s12859-015-0553-9

10.1126/science.1254806

10.1093/bioinformatics/btu277

10.1016/j.cell.2014.03.008

10.1039/C4MB00650J

Witteveen, M. J.Identification and Elucidation of Expression Quantitative Trait Loci (eQTL) and Their Regulating Mechanisms Using Decodive Deep Learning; 2014; pp1–17.

10.1093/bioinformatics/btv315

10.1038/nrm1742

10.1109/TCBB.2014.2343960

10.1093/bioinformatics/bts475

10.1016/j.sbi.2011.03.011

10.1186/1471-2105-14-88

10.3390/ijms160817315

10.1093/nar/gkv1025

10.1016/j.drudis.2015.08.001

10.1109/BIBM.2014.6999129

10.1021/acs.jcim.5b00238

10.1021/acscentsci.5b00131

10.1038/nbt.3300

10.1038/nmeth.3547

Kelley D. R., 2015, Basset: Learning the Regulatory Code of the Accessible Genome with Deep Convolutional Neural Networks

Li Y., 2015, Research in Computational Molecular Biology SE-20, 9029, 205, 10.1007/978-3-319-16706-0_20

10.1109/TCBB.2014.2377729

10.1038/75556

10.1093/nar/gkv1253