Unpublished conference/Abstract (Scientific congresses and symposiums)
Biological Image Classification with Random Subwindows and Extra-Trees
Marée, Raphaël; Geurts, Pierre; Wehenkel, Louis
2006Bio-Image Informatics (Workshop on Multiscale Biological Imaging, Data Mining & Informatics)
 

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Keywords :
bioinformatics; machine learning
Abstract :
[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.
Disciplines :
Computer science
Author, co-author :
Marée, Raphaël  ;  Université de Liège - ULiège > GIGA-Management : Plateforme bioinformatique
Geurts, Pierre  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Wehenkel, Louis  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Language :
English
Title :
Biological Image Classification with Random Subwindows and Extra-Trees
Publication date :
2006
Event name :
Bio-Image Informatics (Workshop on Multiscale Biological Imaging, Data Mining & Informatics)
Event place :
Santa Barbara, United States
Available on ORBi :
since 09 May 2009

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