Ishwaran H - Search Results

1

Evaluating Random Forests for Survival Analysis using Prediction Error Curves.

Mogensen UB, Ishwaran H, Gerds TA. Mogensen UB, et al. Among authors: ishwaran h. J Stat Softw. 2012 Sep;50(11):1-23. doi: 10.18637/jss.v050.i11. J Stat Softw. 2012. PMID: 25317082 Free PMC article.

2

Random survival forests for competing risks.

Ishwaran H, Gerds TA, Kogalur UB, Moore RD, Gange SJ, Lau BM. Ishwaran H, et al. Biostatistics. 2014 Oct;15(4):757-73. doi: 10.1093/biostatistics/kxu010. Epub 2014 Apr 11. Biostatistics. 2014. PMID: 24728979 Free PMC article.

3

Unsupervised random forests.

Mantero A, Ishwaran H. Mantero A, et al. Among authors: ishwaran h. Stat Anal Data Min. 2021 Apr;14(2):144-167. doi: 10.1002/sam.11498. Epub 2021 Feb 5. Stat Anal Data Min. 2021. PMID: 33833846 Free PMC article.

4

Random forests for genomic data analysis.

Chen X, Ishwaran H. Chen X, et al. Among authors: ishwaran h. Genomics. 2012 Jun;99(6):323-9. doi: 10.1016/j.ygeno.2012.04.003. Epub 2012 Apr 21. Genomics. 2012. PMID: 22546560 Free PMC article. Review.

5

Pathway hunting by random survival forests.

Chen X, Ishwaran H. Chen X, et al. Among authors: ishwaran h. Bioinformatics. 2013 Jan 1;29(1):99-105. doi: 10.1093/bioinformatics/bts643. Epub 2012 Nov 4. Bioinformatics. 2013. PMID: 23129299 Free PMC article.

6

The Effect of Splitting on Random Forests.

Ishwaran H. Ishwaran H. Mach Learn. 2015 Apr;99(1):75-118. doi: 10.1007/s10994-014-5451-2. Epub 2014 Jul 2. Mach Learn. 2015. PMID: 28919667 Free PMC article.

7

Enhancing Multimedia Imbalanced Concept Detection Using VIMP in Random Forests.

Sadiq S, Yan Y, Shyu ML, Chen SC, Ishwaran H. Sadiq S, et al. Among authors: ishwaran h. Proc IEEE Int Conf Inf Reuse Integr. 2016 Jul;2016:601-608. doi: 10.1109/IRI.2016.87. Epub 2016 Dec 19. Proc IEEE Int Conf Inf Reuse Integr. 2016. PMID: 28929141 Free PMC article.

8

Random Forest Missing Data Algorithms.

Tang F, Ishwaran H. Tang F, et al. Among authors: ishwaran h. Stat Anal Data Min. 2017 Dec;10(6):363-377. doi: 10.1002/sam.11348. Epub 2017 Jun 13. Stat Anal Data Min. 2017. PMID: 29403567 Free PMC article.

9

Ensemble survival tree models to reveal pairwise interactions of variables with time-to-events outcomes in low-dimensional setting.

Dazard JE, Ishwaran H, Mehlotra R, Weinberg A, Zimmerman P. Dazard JE, et al. Among authors: ishwaran h. Stat Appl Genet Mol Biol. 2018 Feb 17;17(1):/j/sagmb.2018.17.issue-1/sagmb-2017-0038/sagmb-2017-0038.xml. doi: 10.1515/sagmb-2017-0038. Stat Appl Genet Mol Biol. 2018. PMID: 29453930 Free PMC article.

10

Standard errors and confidence intervals for variable importance in random forest regression, classification, and survival.

Ishwaran H, Lu M. Ishwaran H, et al. Stat Med. 2019 Feb 20;38(4):558-582. doi: 10.1002/sim.7803. Epub 2018 Jun 4. Stat Med. 2019. PMID: 29869423 Free PMC article.

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