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An Investigation of the Effects of Correlation in Sensor Fusion - Tapa blanda

Storm, Susan A.

 
9781249586302: An Investigation of the Effects of Correlation in Sensor Fusion
Tapa blanda
ISBN 10: 1249586305 ISBN 13: 9781249586302
Editorial: BiblioScholar, 2012

Sinopsis

This thesis takes the first step towards the creation of a synthetic classifier fusion-testing environment. The effects of data correlation on three classifier fusion techniques were examined. The three fusion methods tested were the ISOC fusion method (Haspert, 2000), the ROC "Within" Fusion method (Oxley and Bauer, 2002) and the simple use of a Probabilistic Neural Network (PNN) as a fusion tool. Test situations were developed to allow the examination of various levels of correlation both between and within feature streams. The effects of training a fusion ensemble on a common dataset versus an independent data set were also contrasted. Some incremental improvements to the ISOC procedure were discovered in this process.

"Sinopsis" puede pertenecer a otra edición de este libro.

Reseña del editor

This thesis takes the first step towards the creation of a synthetic classifier fusion-testing environment. The effects of data correlation on three classifier fusion techniques were examined. The three fusion methods tested were the ISOC fusion method (Haspert, 2000), the ROC "Within" Fusion method (Oxley and Bauer, 2002) and the simple use of a Probabilistic Neural Network (PNN) as a fusion tool. Test situations were developed to allow the examination of various levels of correlation both between and within feature streams. The effects of training a fusion ensemble on a common dataset versus an independent data set were also contrasted. Some incremental improvements to the ISOC procedure were discovered in this process.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
BiblioScholar
Año de publicación
2012
Idioma
Inglés
ISBN 10 
1249586305
ISBN 13 
9781249586302
Encuadernación
Tapa blanda
Número de páginas
98
Contacto del fabricante
no disponible
Persona responsable
no disponible