ECOC and boosting with multi-layer perceptrons

ECOC and boosting with multi-layer perceptrons

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.

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Bibliographische Detailangaben
Hauptverfasser: Hauger, S., Windeatt, T.
Format: Tagungsbericht
Sprache:eng
Schlagworte:
Boosting
Decision trees
Matrix decomposition
Multilayer perceptrons
Neural networks
Neurons
Pattern recognition
Signal processing
Signal processing algorithms
Speech processing
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Beschreibung
Zusammenfassung: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.
ISSN:1051-4651
2831-7475
DOI:10.1109/ICPR.2004.1334565