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» Prediction and uncertainty in the analysis of gene expressio...

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BMCBI
2005

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Integrative analysis of multiple gene expression profiles with quality-adjusted effect size models

14 years 10 months ago

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Background: With the explosion of microarray studies, an enormous amount of data is being produced. Systematic integration of gene expression data from different sources increases...

Pingzhao Hu, Celia M. T. Greenwood, Joseph Beyene

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IJBRA
2007

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Structural Risk Minimisation based gene expression profiling analysis

14 years 10 months ago

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: For microarray based cancer classification, feature selection is a common method for improving classifier generalisation. Most wrapper methods use cross validation methods to eva...

Xue-wen Chen, Byron Gerlach, Dechang Chen, ZhenQiu...

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BMCBI
2006

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HeatMapper: powerful combined visualization of gene expression profile correlations, genotypes, phenotypes and sample characteri

14 years 10 months ago

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Background: Accurate interpretation of data obtained by unsupervised analysis of large scale expression profiling studies is currently frequently performed by visually combining s...

Roel G. W. Verhaak, Mathijs A. Sanders, Maarten A....

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JIFS
2007

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Evolutionary fuzzy cluster analysis with Bayesian validation of gene expression profiles

14 years 10 months ago