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Instance-based concept learning from multiclass DNA microarray data.
Berrar D, Bradbury I, Dubitzky W.
BMC Bioinformatics. 2006 Feb 16;7:73.PMID: 16483361 [PubMed - indexed for MEDLINE]Related articlesFree article
Kernel-imbedded Gaussian processes for disease classification using microarray gene expression data.
Zhao X, Cheung LW.
BMC Bioinformatics. 2007 Feb 28;8:67.PMID: 17328811 [PubMed - indexed for MEDLINE]Related articlesFree article
Regularized Least Squares Cancer classifiers from DNA microarray data.
Ancona N, Maglietta R, D'Addabbo A, Liuni S, Pesole G.
BMC Bioinformatics. 2005 Dec 1;6 Suppl 4:S2.PMID: 16351746 [PubMed - indexed for MEDLINE]Related articlesFree article
Bias in error estimation when using cross-validation for model selection.
Varma S, Simon R.
BMC Bioinformatics. 2006 Feb 23;7:91.PMID: 16504092 [PubMed - indexed for MEDLINE]Related articlesFree article
Comparison of feature selection and classification for MALDI-MS data.
Liu Q, Sung AH, Qiao M, Chen Z, Yang JY, Yang MQ, Huang X, Deng Y.
BMC Genomics. 2009 Jul 7;10 Suppl 1:S3.PMID: 19594880 [PubMed - indexed for MEDLINE]Related articlesFree article
Feature selection and nearest centroid classification for protein mass spectrometry.
Levner I.
BMC Bioinformatics. 2005 Mar 23;6:68.PMID: 15788095 [PubMed - indexed for MEDLINE]Related articlesFree article
Multiclass cancer classification and biomarker discovery using GA-based algorithms.
Liu JJ, Cutler G, Li W, Pan Z, Peng S, Hoey T, Chen L, Ling XB.
Bioinformatics. 2005 Jun 1;21(11):2691-7. Epub 2005 Apr 6.PMID: 15814557 [PubMed - indexed for MEDLINE]Related articlesFree article
Gene selection and classification of microarray data using random forest.
Díaz-Uriarte R, Alvarez de Andrés S.
BMC Bioinformatics. 2006 Jan 6;7:3.PMID: 16398926 [PubMed - indexed for MEDLINE]Related articlesFree article
A comparative study of feature selection and multiclass classification methods for tissue classification based on gene expression.
Li T, Zhang C, Ogihara M.
Bioinformatics. 2004 Oct 12;20(15):2429-37. Epub 2004 Apr 15.PMID: 15087314 [PubMed - indexed for MEDLINE]Related articlesFree article
A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis.
Statnikov A, Aliferis CF, Tsamardinos I, Hardin D, Levy S.
Bioinformatics. 2005 Mar 1;21(5):631-43. Epub 2004 Sep 16.PMID: 15374862 [PubMed - indexed for MEDLINE]Related articlesFree article
Is cross-validation better than resubstitution for ranking genes?
Braga-Neto U, Hashimoto R, Dougherty ER, Nguyen DV, Carroll RJ.
Bioinformatics. 2004 Jan 22;20(2):253-8.PMID: 14734317 [PubMed - indexed for MEDLINE]Related articlesFree article
Multiclass cancer classification using gene expression profiling and probabilistic neural networks.
Berrar DP, Downes CS, Dubitzky W.
Pac Symp Biocomput. 2003:5-16.PMID: 12603013 [PubMed - indexed for MEDLINE]Related articlesFree article
Recursive SVM feature selection and sample classification for mass-spectrometry and microarray data.
Zhang X, Lu X, Shi Q, Xu XQ, Leung HC, Harris LN, Iglehart JD, Miron A, Liu JS, Wong WH.
BMC Bioinformatics. 2006 Apr 10;7:197.PMID: 16606446 [PubMed - indexed for MEDLINE]Related articlesFree article
Avoiding model selection bias in small-sample genomic datasets.
Bioinformatics. 2006 May 15;22(10):1245-50. Epub 2006 Feb 24. Erratum in: Bioinformatics. 2006 Oct 1;22(19):2453. PMID: 16500931 [PubMed - indexed for MEDLINE]Related articlesFree article
Tumor classification ranking from microarray data.
Hewett R, Kijsanayothin P.
BMC Genomics. 2008 Sep 16;9 Suppl 2:S21.PMID: 18831787 [PubMed - indexed for MEDLINE]Related articlesFree article
SVM-Fold: a tool for discriminative multi-class protein fold and superfamily recognition.
Melvin I, Ie E, Kuang R, Weston J, Stafford WN, Leslie C.
BMC Bioinformatics. 2007 May 22;8 Suppl 4:S2.PMID: 17570145 [PubMed - indexed for MEDLINE]Related articlesFree article
Optimal number of features as a function of sample size for various classification rules.
Hua J, Xiong Z, Lowey J, Suh E, Dougherty ER.
Bioinformatics. 2005 Apr 15;21(8):1509-15. Epub 2004 Nov 30.PMID: 15572470 [PubMed - indexed for MEDLINE]Related articlesFree article
A regression-based K nearest neighbor algorithm for gene function prediction from heterogeneous data.
Yao Z, Ruzzo WL.
BMC Bioinformatics. 2006 Mar 20;7 Suppl 1:S11.PMID: 16723004 [PubMed - indexed for MEDLINE]Related articlesFree article
A framework for significance analysis of gene expression data using dimension reduction methods.
Gidskehaug L, Anderssen E, Flatberg A, Alsberg BK.
BMC Bioinformatics. 2007 Sep 18;8:346.PMID: 17877799 [PubMed - indexed for MEDLINE]Related articlesFree article
Clusterv: a tool for assessing the reliability of clusters discovered in DNA microarray data.
Valentini G.
Bioinformatics. 2006 Feb 1;22(3):369-70. Epub 2005 Dec 6.PMID: 16332708 [PubMed - indexed for MEDLINE]Related articlesFree article
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