Machine Learning and Integrative Analysis of Biomedical Big Data.

作者: Bilal Mirza , Wei Wang , Jie Wang , Howard Choi , Neo Christopher Chung

DOI: 10.3390/GENES10020087

关键词:

摘要: Recent developments in high-throughput technologies have accelerated the accumulation of massive amounts of omics data from multiple sources: genome, epigenome …

参考文章(201)
Isaac Triguero, Sara del Río, Victoria López, Jaume Bacardit, José M. Benítez, Francisco Herrera, ROSEFW-RF Knowledge Based Systems. ,vol. 87, pp. 69- 79 ,(2015) , 10.1016/J.KNOSYS.2015.05.027
Zena M. Hira, Duncan F. Gillies, A Review of Feature Selection and Feature Extraction Methods Applied on Microarray Data. Advances in Bioinformatics. ,vol. 2015, pp. 198363- 198363 ,(2015) , 10.1155/2015/198363
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Maxwell W. Libbrecht, William Stafford Noble, Machine learning applications in genetics and genomics Nature Reviews Genetics. ,vol. 16, pp. 321- 332 ,(2015) , 10.1038/NRG3920
Craig D. Newgard, Roger J. Lewis, Missing Data JAMA. ,vol. 314, pp. 940- 941 ,(2015) , 10.1001/JAMA.2015.10516
Andrew D. Rouillard, Zichen Wang, Avi Ma’ayan, Reprint of Abstraction for data integration Computational Biology and Chemistry. ,vol. 59, pp. 123- 138 ,(2015) , 10.1016/J.COMPBIOLCHEM.2015.08.005
James Honaker, Gary King, Matthew Blackwell, AmeliaII: A Program for Missing Data Journal of Statistical Software. ,vol. 45, pp. 1- 47 ,(2011) , 10.18637/JSS.V045.I07
Peter Langfelder, Steve Horvath, WGCNA: an R package for weighted correlation network analysis. BMC Bioinformatics. ,vol. 9, pp. 559- 559 ,(2008) , 10.1186/1471-2105-9-559
Katherine A Hoadley, Christina Yau, Denise M Wolf, Andrew D Cherniack, David Tamborero, Sam Ng, Max DM Leiserson, Beifang Niu, Michael D McLellan, Vladislav Uzunangelov, Jiashan Zhang, Cyriac Kandoth, Rehan Akbani, Hui Shen, Larsson Omberg, Andy Chu, Adam A Margolin, Laura J Van’t Veer, Nuria Lopez-Bigas, Peter W Laird, Benjamin J Raphael, Li Ding, A Gordon Robertson, Lauren A Byers, Gordon B Mills, John N Weinstein, Carter Van Waes, Zhong Chen, Eric A Collisson, Christopher C Benz, Charles M Perou, Joshua M Stuart, None, Multiplatform Analysis of 12 Cancer Types Reveals Molecular Classification within and across Tissues of Origin Cell. ,vol. 158, pp. 929- 944 ,(2014) , 10.1016/J.CELL.2014.06.049
Zi Liu, Xuan Xiao, Wang-Ren Qiu, Kuo-Chen Chou, iDNA-Methyl: identifying DNA methylation sites via pseudo trinucleotide composition. Analytical Biochemistry. ,vol. 474, pp. 69- 77 ,(2015) , 10.1016/J.AB.2014.12.009