DocumentCode :
3218632
Title :
Bagging algorithm for pixel classification
Author :
Novakovic, Jasmina
Author_Institution :
Grad. Sch. of Comput. Sci., Megatrend Univ., Belgrade, Serbia
fYear :
2011
fDate :
22-24 Nov. 2011
Firstpage :
1348
Lastpage :
1351
Abstract :
In this research, Bagging algorithm that incorporates different classifier into classifier ensembles models for pixel classification is suggested. We chose classifier ensembles with decision trees, as the base classifiers. In the problem of pixel classification, experimental results demonstrate the effectiveness of the Bagging with forest of random trees (RandomForest) as base classifier compared to other methods.
Keywords :
decision trees; image classification; Bagging algorithm; decision trees; pixel classification; random trees; Accuracy; Bagging; Classification algorithms; Decision trees; Image segmentation; Machine learning; Vegetation; Bagging; decision tree; image; pixel classification;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Telecommunications Forum (TELFOR), 2011 19th
Conference_Location :
Belgrade
Print_ISBN :
978-1-4577-1499-3
Type :
conf
DOI :
10.1109/TELFOR.2011.6143803
Filename :
6143803
Link To Document :
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