Reference : Biological Image Classification with Random Subwindows and Extra-Trees
Scientific congresses and symposiums : Unpublished conference/Abstract
Engineering, computing & technology : Computer science
http://hdl.handle.net/2268/12610
Biological Image Classification with Random Subwindows and Extra-Trees
English
Marée, Raphaël mailto [Université de Liège - ULg > > GIGA-Management : Plateforme bioinformatique >]
Geurts, Pierre mailto [Université de Liège - ULg > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation >]
Wehenkel, Louis mailto [Université de Liège - ULg > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation >]
2006
Yes
Bio-Image Informatics (Workshop on Multiscale Biological Imaging, Data Mining & Informatics)
Santa Barbara
USA
[en] bioinformatics ; machine learning
[en] We illustrate the potential of our image classification method on three datasets of images at different imaging modalities/scales, from subcellular locations up to human body regions. The method is based on random subwindows extraction and the combination of their classification using ensembles of extremely randomized decision trees.
http://hdl.handle.net/2268/12610
http://www.montefiore.ulg.ac.be/services/stochastic/pubs/2006/MGW06

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