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【文献】深度学习在生物/医学信息学中的应用

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licheng 发表于 2016-7-19 11:20:01 | 显示全部楼层 |阅读模式
PubMed搜索
http://www.ncbi.nlm.nih.gov/pubmed/?term=%22deep+learning%22[tiab]
计算机学会刊物之外,《Sci Rep》比较喜欢发表相关文章。

★【曾坚阳老师推荐】深度学习在计算生物学里的应用:
https://github.com/gokceneraslan/awesome-deepbio



清华曾坚阳老师组
http://www.sciencedirect.com/sci ... i/S1047847716301472
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Nucleic Acids Res. 2016 Feb 29;44(4):e32. doi: 10.1093/nar/gkv1025. Epub 2015 Oct 13.
A deep learning framework for modeling structural features of RNA-binding protein targets.



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PEDLA: predicting enhancers with a deep learning-based algorithmic framework.

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http://www.ncbi.nlm.nih.gov/pubmed/27273294
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Discrimination of Breast Cancer with Microcalcifications on Mammography by Deep Learning.

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http://www.ncbi.nlm.nih.gov/pubmed/26797014
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Predicting DNA Methylation State of CpG Dinucleotide Using Genome Topological Features and Deep Networks.

http://www.ncbi.nlm.nih.gov/pubmed/26758235
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Temperature based Restricted Boltzmann Machines.

http://www.ncbi.nlm.nih.gov/pubmed/26752681
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Protein Secondary Structure Prediction Using Deep Convolutional Neural Fields.

http://www.ncbi.nlm.nih.gov/pubmed/27258404
PLoS One. 2016 Jun 3;11(6):e0156327. doi: 10.1371/journal.pone.0156327. eCollection 2016.
Chinese Herbal Medicine Image Recognition and Retrieval by Convolutional Neural Network.

http://www.ncbi.nlm.nih.gov/pubmed/26659050
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Improving Protein Fold Recognition by Deep Learning Networks.

http://www.ncbi.nlm.nih.gov/pubmed/26093156
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Imaging-based enrichment criteria using deep learning algorithms for efficient clinical trials in mild cognitive impairment.

http://www.ncbi.nlm.nih.gov/pubmed/26301843
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Predicting effects of noncoding variants with deep learning-based sequence model.

http://www.ncbi.nlm.nih.gov/pubmed/26213851
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http://www.ncbi.nlm.nih.gov/pubmed/26098304
Sci Rep. 2015 Jun 22;5:11476. doi: 10.1038/srep11476.
Improving prediction of secondary structure, local backbone angles, and solvent accessible surface area of proteins by iterative deep learning.

http://www.ncbi.nlm.nih.gov/pubmed/26017442
Nature. 2015 May 28;521(7553):436-44. doi: 10.1038/nature14539.
Deep learning.
Nature15 Deep learning.pdf (1.99 MB, 下载次数: 194)
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