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by KY Yeung - 2000 - Cited by 374

http://faculty.washington.edu/kayee/cluster/YeungHaynorRuzzo1.pdf

by KY Yeung - 2000 - Cited by 373

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by G Kerr - Cited by 21

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by F De Smet - Cited by 144

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For validating the new method of clustering, this section compares the results of K- means, PSO and QPSO clustering algorithms on four gene expression data ...

http://www.springerlink.com/index/606415484G18376H.pdf

most of these approaches yielded useful analysis of gene expression data, the ... vides a global validation measure of gene clusterings. The method works by ...

http://www.springerlink.com/index/b65k04185744q1l2.pdf

by G Chen - Cited by 50

http://rulai.cshl.edu/reprints/Clust_cmp_SS02.pdf

Clustering, Assessment and Validation: an application to gene expression data. A. Ciaramella, S. Cocozza, F. Iorio, G. Miele, F. Napolitano, M. Pinelli, ...

http://ieeexplore.ieee.org/iel5/4370890/4370891/04371199.pdf?arnumber=4371199

Many clustering algorithms [1-5] have been proposed to analyze gene expression data. The validation of clustering algorithms is a demanding ...

http://ieeexplore.ieee.org/iel5/4534879/4534880/04535052.pdf?arnumber=4535052

Validating clustering for gene expression data. Bioinformatics, 17:309–318, 2001. [23]K.Y. Yeung, M. Medvedovic, and R.E. Bumgarner. Clustering gene- ...

http://bioinformatics.oxfordjournals.org/cgi/reprint/btn017v1.pdf

which integrate clustering and validation methods for pre- dicting the optimal number of clusters in gene expression data analyses. ...

http://bioinformatics.oxfordjournals.org/cgi/reprint/19/18/2494.pdf

by N Bolshakova - Cited by 129

http://www.scss.tcd.ie/publications/tech-reports/reports.02/TCD-CS-2002-33.pdf

by N Bolshakova - 2003 - Cited by 13

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by P Glenisson - 2003 - Cited by 31

http://www.acm.org/sigs/sigkdd/explorations/issues/5-2-2003-12/m11-glenisson.pdf

Datta, S. and Datta, S. (2003) 'Comparison and validation of statistical clustering techniques for microarray gene expression data', Bioinformatics, Vol. ...

http://inderscience.metapress.com/index/J6Q06L01N8643437.pdf

by R Sharan - 2002 - Cited by 37

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by D Wang - Cited by 16

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by CS Möller-Levet - Cited by 9

http://www.sbi.uni-rostock.de/dokumente/p_tsd_appl_bioinf.pdf

Clustering Gene Expression Data. (Slides thanks to Dr. Mark Craven) ..... relative validation. • How does it compare to other clusterings using these ...

http://pages.cs.wisc.edu/~molla/summer_research_program/lecture3.pdf

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[1] Datta, S., Datta, S.: Comparison and validation of statistical clustering techniques for microarray gene expression data. Bioinformatics 19 (2003) 459– ...

http://homes.dsi.unimi.it/~valenti/papers/avo-vale-KES2008.pdf

by M Trochesset - Cited by 1

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by DK Slonim - 2000 - Cited by 173

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by V Roth - Cited by 9

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14 Aug 2007 ... 9 Datta S, Datta S. Comparisons and validation of statistical clustering techniques for microarray gene expression data. ...

http://smm.sagepub.com/cgi/rapidpdf/0962280206071842v1.pdf

by A Ben-Hur - Cited by 41

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[19] K. Yeung, D. Haynor, and W. Ruzzo, “Validating clustering for gene expression data,” Bioinformatics, vol. 17, pp. 309–318, ...

http://www.kyb.mpg.de/publications/attachments/IEEE-ACM-Trans-Comp-Biol-Bioinf-Rasmussen_4799[0].pdf

by D Jiang - Cited by 285

http://www.cse.buffalo.edu/DBGROUP/bioinformatics/papers/survey.pdf

8 Oct 2008 ... K-means clustering. 1. 2. 3. 4. 5. 6. Gene expression ... 2007). ::: Clustering validation. Clustering Analysis. Clustering Analysis ...

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by J Sinkkonen - Cited by 6

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in gene expression data is unknown, the validation of SOM's clustering result becomes a critical issue. One may heuristically validate the clustering ...

http://physiolgenomics.physiology.org/cgi/reprint/00138.2002v1.pdf

23 Mar 2010 ... one according to chosen validation measure. ... unstable data points reduce dependency of resulting clusterings on initial centers? ..... et al., Periodic gene expression program of the fission yeast cell ...

http://www.rothamsted.bbsrc.ac.uk/bab/conf/ib2010/presentations/presentation_134.pdf

by AJ Hartemink - 2001 - Cited by 299

http://www.psrg.csail.mit.edu/pubs/psbcamera.pdf

Statistical validation :  Based on the gene expression levels ... Clustering by Multi-SOM. Statistical validation: PCA. Microarray data ...

http://www.lirmm.fr/france_afrique/Nairobi2007/presentations/Amel_Ghouila.pdf