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Volumn 10, Issue 8, 2015, Pages

Influence of feature encoding and choice of classifier on disease risk prediction in genome-wide association studies

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; CLASSIFICATION ALGORITHM; CONTROLLED STUDY; FEATURE ENCODING; GENETIC ASSOCIATION; GENOTYPE; INFORMATION PROCESSING; INTERMETHOD COMPARISON; PREDICTION; RISK ASSESSMENT; SINGLE NUCLEOTIDE POLYMORPHISM; SUPPORT VECTOR MACHINE; ALGORITHM; BIOLOGY; DISEASES; GENETICS; GENOME-WIDE ASSOCIATION STUDY; HUMAN; NONPARAMETRIC TEST; PROCEDURES;

EID: 84942693500     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0135832     Document Type: Article
Times cited : (20)

References (50)
  • 1
    • 77954407332 scopus 로고    scopus 로고
    • Genomewide association studies and assessment of the risk of disease
    • 20647212 Jul.
    • Manolio T. Genomewide association studies and assessment of the risk of disease. New England Journal of Medicine. 2010 Jul; 363(2):166-76. Available from: http://content.nejm.org/cgi/content/abstract/363/2/166. doi: 10.1056/NEJMra0905980 PMID: 20647212
    • (2010) New England Journal of Medicine. , vol.363 , Issue.2 , pp. 166-176
    • Manolio, T.1
  • 2
    • 79951811351 scopus 로고    scopus 로고
    • Imputation of sequence variants for identification of genetic risks for Parkinson's disease: A meta-analysis of genome-wide association studies
    • 21292315 Feb.
    • Nalls MA, Plagnol V, Hernandez DG, Sharma M, Sheerin UM, Saad M, et al. Imputation of sequence variants for identification of genetic risks for Parkinson's disease: a meta-analysis of genome-wide association studies. Lancet. 2011 Feb; 377(9766):641-9. Available from: http://www.ncbi.nlm.nih.gov/pubmed/21292315. PMID: 21292315
    • (2011) Lancet. , vol.377 , Issue.9766 , pp. 641-649
    • Nalls, M.A.1    Plagnol, V.2    Hernandez, D.G.3    Sharma, M.4    Sheerin, U.M.5    Saad, M.6
  • 4
    • 76849089908 scopus 로고    scopus 로고
    • A bird's-eye view of MeCP2 binding
    • 20188662 Feb.
    • Cohen S, Greenberg ME. A bird's-eye view of MeCP2 binding. Molecular cell. 2010 Feb; 37(4):451-2. Available from: http://www.ncbi.nlm.nih.gov/pubmed/20188662. PMID: 20188662
    • (2010) Molecular Cell , vol.37 , Issue.4 , pp. 451-452
    • Cohen, S.1    Greenberg, M.E.2
  • 5
    • 74249100674 scopus 로고    scopus 로고
    • Genome-wide association data reveal a global map of genetic interactions among protein complexes
    • 20041197 Dec.
    • Hannum G, Srivas R, Guénolé A, Van Attikum H, Krogan NJ, Karp RM, et al. Genome-wide association data reveal a global map of genetic interactions among protein complexes. PLoS genetics. 2009 Dec; 5(12):e1000782. Available from: http://www.ncbi.nlm.nih.gov/pubmed/20041197. doi: 10.1371/journal. pgen. 1000782 PMID: 20041197
    • (2009) PLoS Genetics , vol.5 , Issue.12 , pp. e1000782
    • Hannum, G.1    Srivas, R.2    Guénolé, A.3    Van Attikum, H.4    Krogan, N.J.5    Karp, R.M.6
  • 6
    • 84872309911 scopus 로고    scopus 로고
    • Integrating GWAS and expression data for functional characterization of disease-associated SNPs: An application to follicular lymphoma
    • 23246294
    • Conde L, Bracci PM, Richardson R, Montgomery SB, Skibola CF. Integrating GWAS and expression data for functional characterization of disease-associated SNPs: An application to follicular lymphoma. American Journal of Human Genetics. 2013;92(1):126-130. Available from: http://dx.doi.org/10.1016/j. ajhg.2012.11.009. PMID: 23246294
    • (2013) American Journal of Human Genetics. , vol.92 , Issue.1 , pp. 126-130
    • Conde, L.1    Bracci, P.M.2    Richardson, R.3    Montgomery, S.B.4    Skibola, C.F.5
  • 7
    • 84892565751 scopus 로고    scopus 로고
    • Mechanistic phenotypes: An aggregative phenotyping strategy to identify disease mechanisms using GWAS data
    • Mosley JD, Van Driest SL, Larkin EK, Weeke PE, Witte JS, Wells QS, et al. Mechanistic phenotypes: An aggregative phenotyping strategy to identify disease mechanisms using GWAS data. PLoS ONE. 2013;8 (12). doi: 10.1371/journal.pone.0081503
    • (2013) PLoS ONE. , vol.8 , Issue.12
    • Mosley, J.D.1    Van Driest, S.L.2    Larkin, E.K.3    Weeke, P.E.4    Witte, J.S.5    Wells, Q.S.6
  • 8
    • 84901302286 scopus 로고    scopus 로고
    • Physiology helps GWAS take a step closer to mechanism
    • 24853896 June
    • Frayling TM, Hattersley AT. Physiology helps GWAS take a step closer to mechanism. Diabetes. 2014;63(June):1836-1837. doi: 10.2337/db14-0130 PMID: 24853896
    • (2014) Diabetes. , vol.63 , pp. 1836-1837
    • Frayling, T.M.1    Hattersley, A.T.2
  • 9
    • 34948877698 scopus 로고    scopus 로고
    • Prediction of individual genetic risk to disease from genomewide association studies
    • 17785532
    • Wray NR, Goddard ME, Visscher PM. Prediction of individual genetic risk to disease from genomewide association studies. Genome Research. 2007;17(10):1520-1528. doi: 10.1101/gr.6665407 PMID: 17785532
    • (2007) Genome Research. , vol.17 , Issue.10 , pp. 1520-1528
    • Wray, N.R.1    Goddard, M.E.2    Visscher, P.M.3
  • 10
    • 69249152654 scopus 로고    scopus 로고
    • Genetic risk profiling and prediction of disease course in Crohn's disease patients
    • 19422935 e2
    • Henckaerts L, Van Steen K, Verstreken I, Cleynen I, Franke A, Schreiber S, et al. Genetic Risk Profiling and Prediction of Disease Course in Crohn's Disease Patients. Clinical Gastroenterology and Hepatology. 2009;7(9):972-980. e2. Available from: http://genome.cshlp.org/content/17/10/1520.short. PMID: 19422935
    • (2009) Clinical Gastroenterology and Hepatology , vol.7 , Issue.9 , pp. 972-980
    • Henckaerts, L.1    Van Steen, K.2    Verstreken, I.3    Cleynen, I.4    Franke, A.5    Schreiber, S.6
  • 11
    • 70549088602 scopus 로고    scopus 로고
    • Genome-wide association study reveals genetic risk underlying Parkinson's disease
    • 19915575 Dec.
    • Simón-Sánchez J, Schulte C, Bras JM, Sharma M, Gibbs JR, Berg D, et al. Genome-wide association study reveals genetic risk underlying Parkinson's disease. Nature genetics. 2009 Dec; 41(12):1308-12. Available from: http://www.ncbi.nlm.nih.gov/pubmed/19915575. doi: 10.1038/ng.487 PMID: 19915575
    • (2009) Nature Genetics , vol.41 , Issue.12 , pp. 1308-1312
    • Simón-Sánchez, J.1    Schulte, C.2    Bras, J.M.3    Sharma, M.4    Gibbs, J.R.5    Berg, D.6
  • 12
    • 77949831342 scopus 로고    scopus 로고
    • Genetic variation in IL28B is associated with chronic hepatitis C and treatment failure: A genome-wide association study
    • 20060832 e7
    • Rauch A, Kutalik Z, Descombes P, Cai T, Di Iulio J, Mueller T, et al. Genetic Variation in IL28B Is Associated With Chronic Hepatitis C and Treatment Failure: A Genome-Wide Association Study. Gastroenterology. 2010;138(4):1338-1345. e7. Available from: http://dx.doi.org/10.1053/j.gastro.2009.12.056. PMID: 20060832
    • (2010) Gastroenterology , vol.138 , Issue.4 , pp. 1338-1345
    • Rauch, A.1    Kutalik, Z.2    Descombes, P.3    Cai, T.4    Di Iulio, J.5    Mueller, T.6
  • 13
    • 84858809529 scopus 로고    scopus 로고
    • Genetic variants associated with predisposition to prostate cancer and potential clinical implications
    • 22308973
    • Goh CL, Schumacher FR, Easton D, Muir K, Henderson B, Kote-Jarai Z, et al. Genetic variants associated with predisposition to prostate cancer and potential clinical implications. Journal of Internal Medicine. 2012;271:353-365. doi: 10.1111/j.1365-2796.2012.02511.x PMID: 22308973
    • (2012) Journal of Internal Medicine. , vol.271 , pp. 353-365
    • Goh, C.L.1    Schumacher, F.R.2    Easton, D.3    Muir, K.4    Henderson, B.5    Kote-Jarai, Z.6
  • 14
    • 84857428537 scopus 로고    scopus 로고
    • Genetic predisposition to dyslipidemia and type 2 diabetes risk in two prospective cohorts
    • 22315312 March
    • Qi B, Liang L, Doria A, Hu FB, Qi L. Genetic predisposition to dyslipidemia and type 2 diabetes risk in two prospective cohorts. Diabetes. 2012;61(March):745-752. doi: 10.2337/db11-1254 PMID: 22315312
    • (2012) Diabetes. , vol.61 , pp. 745-752
    • Qi, B.1    Liang, L.2    Doria, A.3    Hu, F.B.4    Qi, L.5
  • 15
    • 58949092475 scopus 로고    scopus 로고
    • Normal tissue reactions to radiotherapy: Towards tailoring treatment dose by genotype
    • 19148183
    • Barnett GC, West CML, Dunning AM, Elliott RM, Coles CE, Pharoah PDP, et al. Normal tissue reactions to radiotherapy: towards tailoring treatment dose by genotype. Nature reviews Cancer. 2009;9(2004):134-142. doi: 10.1038/nrc2587 PMID: 19148183
    • (2009) Nature Reviews Cancer. , vol.9 , Issue.2004 , pp. 134-142
    • Barnett, G.C.1    West, C.M.L.2    Dunning, A.M.3    Elliott, R.M.4    Coles, C.E.5    Pharoah, P.D.P.6
  • 16
    • 79955766600 scopus 로고    scopus 로고
    • High-dimensional pharmacogenetic prediction of a continuous trait using machine learning techniques with application to warfarin dose prediction in African Americans
    • May
    • Cosgun E, Limdi NA, Duarte CW. High-dimensional pharmacogenetic prediction of a continuous trait using machine learning techniques with application to warfarin dose prediction in African Americans. Bioinformatics (Oxford, England). 2011 May; 27(10):1384-9. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=3087957&tool = pmcentrez&rendertype; = abstract. doi: 10.1093/bioinformatics/btr159
    • (2011) Bioinformatics (Oxford, England) , vol.27 , Issue.10 , pp. 1384-1389
    • Cosgun, E.1    Limdi, N.A.2    Duarte, C.W.3
  • 18
    • 73149103718 scopus 로고    scopus 로고
    • Prioritizing GWAS results: A review of statistical methods and recommendations for their application
    • 20074509
    • Cantor RM, Lange K, Sinsheimer JS. Prioritizing GWAS Results: A Review of Statistical Methods and Recommendations for Their Application. American Journal of Human Genetics. 2010;86(1):6-22. Available from: http://dx.doi.org/10.1016/j.ajhg.2009.11.017. PMID: 20074509
    • (2010) American Journal of Human Genetics. , vol.86 , Issue.1 , pp. 6-22
    • Cantor, R.M.1    Lange, K.2    Sinsheimer, J.S.3
  • 19
    • 77956395423 scopus 로고    scopus 로고
    • BOOST: A fast approach to detecting genegene interactions in genome-wide case-control studies
    • 20817139 Sep.
    • Wan X, Yang C, Yang Q, Xue H, Fan X, Tang NLS, et al. BOOST: A fast approach to detecting genegene interactions in genome-wide case-control studies. American journal of human genetics. 2010 Sep; 87(3):325-40. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid= 2933337&tool; = pmcentrez&rendertype; = abstract. PMID: 20817139
    • (2010) American Journal of Human Genetics , vol.87 , Issue.3 , pp. 325-340
    • Wan, X.1    Yang, C.2    Yang, Q.3    Xue, H.4    Fan, X.5    Tang, N.L.S.6
  • 20
    • 73449129712 scopus 로고    scopus 로고
    • From disease association to risk assessment: An optimistic view from genome-wide association studies on type 1 diabetes
    • 19816555 Oct.
    • Wei Z, Wang K, Qu HQ, Zhang H, Bradfield J, Kim C, et al. From disease association to risk assessment: an optimistic view from genome-wide association studies on type 1 diabetes. PLoS genetics. 2009 Oct; 5(10):e1000678. Available from: http://www.ncbi.nlm.nih.gov/pubmed/19816555. doi: 10. 1371/journal.pgen. 1000678 PMID: 19816555
    • (2009) PLoS Genetics , vol.5 , Issue.10 , pp. e1000678
    • Wei, Z.1    Wang, K.2    Qu, H.Q.3    Zhang, H.4    Bradfield, J.5    Kim, C.6
  • 21
    • 84869085776 scopus 로고    scopus 로고
    • Use of support vector machines for disease risk prediction in genome-wide association studies: Concerns and opportunities
    • 22777693
    • Mittag F, Büchel F, Saad M, Jahn A, Schulte C, Bochdanovits Z, et al. Use of Support Vector Machines for Disease Risk Prediction in Genome-Wide Association Studies: Concerns and Opportunities. Human Mutation. 2012;33(12):1708-1718. doi: 10.1002/humu.22161 PMID: 22777693
    • (2012) Human Mutation , vol.33 , Issue.12 , pp. 1708-1718
    • Mittag, F.1    Büchel, F.2    Saad, M.3    Jahn, A.4    Schulte, C.5    Bochdanovits, Z.6
  • 22
    • 84898909940 scopus 로고    scopus 로고
    • Exploiting SNP correlations within random forest for genome-wide association studies
    • 24695491 Jan.
    • Botta V, Louppe G, Geurts P, Wehenkel L. Exploiting SNP correlations within random forest for genome-wide association studies. PloS one. 2014 Jan; 9(4):e93379. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=3973686&tool = pmcentrez&rendertype; = abstract. doi: 10.1371/journal.pone.0093379 PMID: 24695491
    • (2014) PloS one. , vol.9 , Issue.4 , pp. e93379
    • Botta, V.1    Louppe, G.2    Geurts, P.3    Wehenkel, L.4
  • 25
    • 0003691871 scopus 로고
    • Wiley & Sons
    • James M. Classification Algorithms. vol. 6. Wiley & Sons; 1986. Available from: http://www.sciencedirect.com/science/article/B6V0N-48XVC4V-J/2/cf722cc2cfd254ed0b1f51f7b3a558ed.
    • (1986) Classification Algorithms. , vol.6
    • James, M.1
  • 26
    • 75749087287 scopus 로고    scopus 로고
    • Comparative performance analysis of state-of-the-art classification algorithms applied to lung tissue categorization
    • 18982390 Feb.
    • Depeursinge A, Iavindrasana J, Hidki A, Cohen G, Geissbuhler A, Platon A, et al. Comparative performance analysis of state-of-the-art classification algorithms applied to lung tissue categorization. Journal of digital imaging. 2010 Feb; 23(1):18-30. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=3043743&tool = pmcentrez&rendertype; = abstract. doi: 10.1007/s10278-008-9158-4 PMID: 18982390
    • (2010) Journal of Digital Imaging , vol.23 , Issue.1 , pp. 18-30
    • Depeursinge, A.1    Iavindrasana, J.2    Hidki, A.3    Cohen, G.4    Geissbuhler, A.5    Platon, A.6
  • 27
    • 79251561866 scopus 로고    scopus 로고
    • Pattern of neural responses to verbal fluency shows diagnostic specificity for schizophrenia and bipolar disorder
    • 21276242
    • Costafreda SG, Fu CHY, Picchioni M, Toulopoulou T, McDonald C, Kravariti E, et al. Pattern of neural responses to verbal fluency shows diagnostic specificity for schizophrenia and bipolar disorder. BMC psychiatry. 2011;11(1):18. doi: 10.1186/1471-244X-11-18 PMID: 21276242
    • (2011) BMC Psychiatry , vol.11 , Issue.1 , pp. 18
    • Costafreda, S.G.1    Fu, C.H.Y.2    Picchioni, M.3    Toulopoulou, T.4    McDonald, C.5    Kravariti, E.6
  • 29
    • 0000459353 scopus 로고    scopus 로고
    • The lack of a priori distinctions between learning algorithms
    • Wolpert DH. The Lack of A Priori Distinctions Between Learning Algorithms. Neural Computation. 1996;8:1391-1420. doi: 10.1162/neco.1996.8.7.1391
    • (1996) Neural Computation , vol.8 , pp. 1391-1420
    • Wolpert, D.H.1
  • 30
    • 34547555885 scopus 로고    scopus 로고
    • Prediction of coronary heart disease risk using a genetic risk score: The atherosclerosis risk in communities study
    • 17443022
    • Morrison AC, Bare LA, Chambless LE, Ellis SG, Malloy M, Kane JP, et al. Prediction of coronary heart disease risk using a genetic risk score: The atherosclerosis risk in communities study. American Journal of Epidemiology. 2007;166(1):28-35. doi: 10.1093/aje/kwm060 PMID: 17443022
    • (2007) American Journal of Epidemiology , vol.166 , Issue.1 , pp. 28-35
    • Morrison, A.C.1    Bare, L.A.2    Chambless, L.E.3    Ellis, S.G.4    Malloy, M.5    Kane, J.P.6
  • 31
    • 70349885499 scopus 로고    scopus 로고
    • An algorithm for learning maximum entropy probability models of disease risk that efficiently searches and sparingly encodes multilocus genomic interactions
    • Oct.
    • Miller DJ, Zhang Y, Yu G, Liu Y, Chen L, Langefeld CD, et al. An algorithm for learning maximum entropy probability models of disease risk that efficiently searches and sparingly encodes multilocus genomic interactions. Bioinformatics (Oxford, England). 2009 Oct; 25(19):2478-85. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=3140808&tool = pmcentrez&rendertype; = abstract. doi: 10.1093/bioinformatics/btp435
    • (2009) Bioinformatics (Oxford, England) , vol.25 , Issue.19 , pp. 2478-2485
    • Miller, D.J.1    Zhang, Y.2    Yu, G.3    Liu, Y.4    Chen, L.5    Langefeld, C.D.6
  • 32
    • 84858155189 scopus 로고    scopus 로고
    • Data mining approaches for genome-wide association of mood disorders
    • 22081063
    • Pirooznia M, Seifuddin F, Judy J, Mahon PB, Potash JB, Zandi PP. Data mining approaches for genome-wide association of mood disorders. Psychiatric genetics. 2012;22(2):55-61. Available from: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3306768/. PMID: 22081063
    • (2012) Psychiatric Genetics , vol.22 , Issue.2 , pp. 55-61
    • Pirooznia, M.1    Seifuddin, F.2    Judy, J.3    Mahon, P.B.4    Potash, J.B.5    Zandi, P.P.6
  • 33
    • 84969213492 scopus 로고    scopus 로고
    • Genome-wide association study of 14, 000 cases of seven common diseases and 3, 000 shared controls
    • 17554300 Jun.
    • The Wellcome Trust Case Control Consortium. Genome-wide association study of 14, 000 cases of seven common diseases and 3, 000 shared controls. Nature. 2007 Jun; 447(7145):661-78. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=2719288&tool = pmcentrez&rendertype; = abstract. doi: 10.1038/nature05911 PMID: 17554300
    • (2007) Nature. , vol.447 , Issue.7145 , pp. 661-678
    • The Wellcome Trust Case Control Consortium1
  • 34
    • 13144306071 scopus 로고    scopus 로고
    • Genome-wide association studies for common diseases and complex traits
    • 15716906 February
    • Hirschhorn JN, Daly MJ. Genome-wide association studies for common diseases and complex traits. Nature reviews Genetics. 2005;6(February):95-108. doi: 10.1038/nrg1521 PMID: 15716906
    • (2005) Nature Reviews Genetics. , vol.6 , pp. 95-108
    • Hirschhorn, J.N.1    Daly, M.J.2
  • 35
    • 33847176604 scopus 로고    scopus 로고
    • A genome-wide association study identifies novel risk loci for type 2 diabetes
    • 17293876 February
    • Sladek R, Rocheleau G, Rung J, Dina C, Shen L, Serre D, et al. A genome-wide association study identifies novel risk loci for type 2 diabetes. Nature. 2007;445(February):881-885. doi: 10.1038/nature05616 PMID: 17293876
    • (2007) Nature. , vol.445 , pp. 881-885
    • Sladek, R.1    Rocheleau, G.2    Rung, J.3    Dina, C.4    Shen, L.5    Serre, D.6
  • 36
    • 84944811700 scopus 로고
    • The use of ranks to avoid the assumption of normality implicit in the analysis of variance
    • Friedman M. The use of ranks to avoid the assumption of normality implicit in the analysis of variance. Journal of the American Statistical Association. 1937;32(200):675-701. Available from: http://www.tandfonline.com/doi/pdf/10.1080/01621459.1937.10503522. doi: 10.1080/01621459.1937.10503522
    • (1937) Journal of the American Statistical Association , vol.32 , Issue.200 , pp. 675-701
    • Friedman, M.1
  • 37
    • 84890829458 scopus 로고
    • Modified sequentially rejective multiple test procedures
    • Shaffer JP. Modified sequentially rejective multiple test procedures. Journal of the American Statistical Association. 1986;81(395):826-831. doi: 10.1080/01621459.1986.10478341
    • (1986) Journal of the American Statistical Association , vol.81 , Issue.395 , pp. 826-831
    • Shaffer, J.P.1
  • 38
    • 79851513063 scopus 로고    scopus 로고
    • Association tests for X-chromosomal markers-a comparison of different test statistics
    • 21325864 Jan.
    • Loley C, Ziegler A, König IR. Association tests for X-chromosomal markers-a comparison of different test statistics. Human heredity. 2011 Jan; 71(1):23-36. Available from: http://www.pubmedcentral.nih. gov/articlerender.fcgi?artid=3089425&tool; = pmcentrez&rendertype; = abstract doi: 10.1159/000323768 PMID: 21325864
    • (2011) Human Heredity , vol.71 , Issue.1 , pp. 23-36
    • Loley, C.1    Ziegler, A.2    König, I.R.3
  • 39
    • 84877306707 scopus 로고    scopus 로고
    • eXclusion: Toward integrating the X chromosome in genome-wide association analyses
    • 23643377 May
    • Wise AL, Gyi L, Manolio TA. eXclusion: toward integrating the X chromosome in genome-wide association analyses. American journal of human genetics. 2013 May; 92(5):643-7. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=3644627&tool = pmcentrez&rendertype; = abstract. doi: 10.1016/j.ajhg.2013.03.017 PMID: 23643377
    • (2013) American Journal of Human Genetics , vol.92 , Issue.5 , pp. 643-647
    • Wise, A.L.1    Gyi, L.2    Manolio, T.A.3
  • 40
    • 34548292504 scopus 로고    scopus 로고
    • PLINK: A tool set for whole-genome association and population-based linkage analyses
    • 17701901
    • Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MAR, Bender D, et al. PLINK: A Tool Set for Whole-Genome Association and Population-Based Linkage Analyses. The American Journal of Human Genetics. 2007;81(3):559-575. Available from: http://linkinghub.elsevier.com/retrieve/pii/S0002929707613524. doi: 10.1086/519795 PMID: 17701901
    • (2007) The American Journal of Human Genetics. , vol.81 , Issue.3 , pp. 559-575
    • Purcell, S.1    Neale, B.2    Todd-Brown, K.3    Thomas, L.4    Ferreira, M.A.R.5    Bender, D.6
  • 41
    • 76749092270 scopus 로고    scopus 로고
    • The WEKA data mining software: An update
    • Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH. The WEKA data mining software: An update. ACM SIGKDD Explorations. 2009;11(1):10-18. Available from: http://portal.acm.org/citation. cfm?doid=1656274.1656278nnpapers2://publication/doi/10.1145/1656274.1656278. doi: 10. 1145/1656274.1656278
    • (2009) ACM SIGKDD Explorations. , vol.11 , Issue.1 , pp. 10-18
    • Hall, M.1    Frank, E.2    Holmes, G.3    Pfahringer, B.4    Reutemann, P.5    Witten, I.H.6
  • 43
    • 0032098361 scopus 로고    scopus 로고
    • The connection between regularization operators and support vector kernels
    • 12662802
    • Smola AJ, Schölkopf B, Müller KR. The connection between regularization operators and support vector kernels. Neural networks. 1998;11:637-649. Available from: http://www.sciencedirect.com/science/article/pii/S089360809800032X. doi: 10.1016/S0893-6080 (98) 00032-X PMID: 12662802
    • (1998) Neural Networks , vol.11 , pp. 637-649
    • Smola, A.J.1    Schölkopf, B.2    Müller, K.R.3
  • 46
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • Demšar J. Statistical comparisons of classifiers over multiple data sets. The Journal of Machine Learning Research. 2006;7:1-30. Available from: http://portal.acm.org/citation. cfm?id=1248548.
    • (2006) The Journal of Machine Learning Research. , vol.7 , pp. 1-30
    • Demšar, J.1
  • 48
    • 79960535211 scopus 로고    scopus 로고
    • A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms
    • Mar.
    • Derrac J, García S, Molina D, Herrera F. A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm and Evolutionary Computation. 2011 Mar; 1(1):3-18. Available from: http://linkinghub.elsevier.com/retrieve/pii/S2210650211000034. doi: 10.1016/j.swevo.2011.02.002
    • (2011) Swarm and Evolutionary Computation , vol.1 , Issue.1 , pp. 3-18
    • Derrac, J.1    García, S.2    Molina, D.3    Herrera, F.4
  • 50
    • 70349956433 scopus 로고    scopus 로고
    • Finding the missing heritability of complex diseases
    • 19812666
    • Manolio TA, Collins FS, Cox NJ, Goldstein DB, Hindorff LA, Hunter DJ, et al. Finding the missing heritability of complex diseases. Nature. 2009;461(7265):747-753. Available from: http://dx.doi.org/10. 1038/nature08494. doi: 10.1038/nature08494 PMID: 19812666
    • (2009) Nature. , vol.461 , Issue.7265 , pp. 747-753
    • Manolio, T.A.1    Collins, F.S.2    Cox, N.J.3    Goldstein, D.B.4    Hindorff, L.A.5    Hunter, D.J.6


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