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48

BMCBI
2011

304views Artificial Intelligence» more BMCBI 2011»

Phenotype Recognition with Combined Features and Random Subspace Classifier Ensemble

13 years 4 months ago

Background: Automated, image based high-content screening is a fundamental tool for discovery in biological science. Modern robotic fluorescence microscopes are able to capture th...

Bailing Zhang, Tuan D. Pham

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29

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ICIC
2009
Springer

151views Applied Computing» more ICIC 2009»

Towards a Better Understanding of Random Forests through the Study of Strength and Correlation

13 years 7 months ago

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In this paper we present a study on the Random Forest (RF) family of ensemble methods. From our point of view, a "classical" RF induction process presents two main drawba...

Simon Bernard, Laurent Heutte, Sébastien Ad...

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40

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MCS
2007
Springer

236views Pattern Recognition» more MCS 2007»

Random Feature Subset Selection for Ensemble Based Classification of Data with Missing Features

14 years 4 months ago

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Abstract. We report on our recent progress in developing an ensemble of classifiers based algorithm for addressing the missing feature problem. Inspired in part by the random subsp...

Joseph DePasquale, Robi Polikar

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34

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TMI
2010

206views more TMI 2010»

Random Subspace Ensembles for fMRI Classification

13 years 4 months ago

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Classification of brain images obtained through functional magnetic resonance imaging (fMRI) poses a serious challenge to pattern recognition and machine learning due to the extrem...

Ludmila I. Kuncheva, Juan José Rodrí...

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19

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CORR
2007
Springer

99views Education» more CORR 2007»

Average Stopping Set Weight Distribution of Redundant Random Matrix Ensembles

13 years 9 months ago