Malley J - Search Results

1

An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests.

Strobl C, Malley J, Tutz G. Strobl C, et al. Among authors: malley j. Psychol Methods. 2009 Dec;14(4):323-48. doi: 10.1037/a0016973. Psychol Methods. 2009. PMID: 19968396 Free PMC article.

2

The behaviour of random forest permutation-based variable importance measures under predictor correlation.

Nicodemus KK, Malley JD, Strobl C, Ziegler A. Nicodemus KK, et al. BMC Bioinformatics. 2010 Feb 27;11:110. doi: 10.1186/1471-2105-11-110. BMC Bioinformatics. 2010. PMID: 20187966 Free PMC article.

3

Patient-centered yes/no prognosis using learning machines.

König IR, Malley JD, Pajevic S, Weimar C, Diener HC, Ziegler A. König IR, et al. Among authors: malley jd. Int J Data Min Bioinform. 2008;2(4):289-341. doi: 10.1504/ijdmb.2008.022149. Int J Data Min Bioinform. 2008. PMID: 19216340 Free PMC article.

4

Probability estimation with machine learning methods for dichotomous and multicategory outcome: theory.

Kruppa J, Liu Y, Biau G, Kohler M, König IR, Malley JD, Ziegler A. Kruppa J, et al. Among authors: malley jd. Biom J. 2014 Jul;56(4):534-63. doi: 10.1002/bimj.201300068. Epub 2014 Jan 29. Biom J. 2014. PMID: 24478134 Review.

5

Probability machines: consistent probability estimation using nonparametric learning machines.

Malley JD, Kruppa J, Dasgupta A, Malley KG, Ziegler A. Malley JD, et al. Among authors: malley kg. Methods Inf Med. 2012;51(1):74-81. doi: 10.3414/ME00-01-0052. Epub 2011 Sep 14. Methods Inf Med. 2012. PMID: 21915433 Free PMC article.

6

Short-term prediction of mortality in patients with systemic lupus erythematosus: classification of outcomes using random forests.

Ward MM, Pajevic S, Dreyfuss J, Malley JD. Ward MM, et al. Among authors: malley jd. Arthritis Rheum. 2006 Feb 15;55(1):74-80. doi: 10.1002/art.21695. Arthritis Rheum. 2006. PMID: 16463416 Free article.

7

Predictor correlation impacts machine learning algorithms: implications for genomic studies.

Nicodemus KK, Malley JD. Nicodemus KK, et al. Bioinformatics. 2009 Aug 1;25(15):1884-90. doi: 10.1093/bioinformatics/btp331. Epub 2009 May 21. Bioinformatics. 2009. PMID: 19460890

8

A system-level pathway-phenotype association analysis using synthetic feature random forest.

Pan Q, Hu T, Malley JD, Andrew AS, Karagas MR, Moore JH. Pan Q, et al. Genet Epidemiol. 2014 Apr;38(3):209-19. doi: 10.1002/gepi.21794. Epub 2014 Feb 17. Genet Epidemiol. 2014. PMID: 24535726 Free PMC article.

9

Practical experiences on the necessity of external validation.

König IR, Malley JD, Weimar C, Diener HC, Ziegler A; German Stroke Study Collaboration. König IR, et al. Among authors: malley jd. Stat Med. 2007 Dec 30;26(30):5499-511. doi: 10.1002/sim.3069. Stat Med. 2007. PMID: 17907249

10

Brief review of regression-based and machine learning methods in genetic epidemiology: the Genetic Analysis Workshop 17 experience.

Dasgupta A, Sun YV, König IR, Bailey-Wilson JE, Malley JD. Dasgupta A, et al. Genet Epidemiol. 2011;35 Suppl 1(Suppl 1):S5-11. doi: 10.1002/gepi.20642. Genet Epidemiol. 2011. PMID: 22128059 Free PMC article. Review.

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