Title :
ECOC and boosting with multi-layer perceptrons
Author :
Hauger, Simon ; Windeatt, Terry
Author_Institution :
Centre for Vision, Speech & Signal Process., Surrey Univ., Guildford, UK
Abstract :
The combination of boosting and ECOC with multilayer perceptron base classifiers is experimentally evaluated for a problem in pose classification. While accuracy compared with ECOC is not improved, boosted ECOC ensembles are less sensitive to tuning parameters.
Keywords :
error correction codes; learning (artificial intelligence); multilayer perceptrons; pattern classification; boosting method; error correcting output coding; multilayer perceptron; pose classification; Boosting; Decision trees; Matrix decomposition; Multilayer perceptrons; Neural networks; Neurons; Pattern recognition; Signal processing; Signal processing algorithms; Speech processing;
Conference_Titel :
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
Print_ISBN :
0-7695-2128-2
DOI :
10.1109/ICPR.2004.1334565
