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Classification Models for Early Detection of Prostate Cancer

We investigate the performance of different classification models and their ability to recognize prostate cancer in an early stage. We build ensembles of classification models in order to increase the classification performance. We measure the performance of our models in an extensive cross-validati...

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Detalles Bibliográficos
Autores principales: Wichard, Joerg D., Cammann, Henning, Stephan, Carsten, Tolxdorff, Thomas
Formato: Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2366047/
https://www.ncbi.nlm.nih.gov/pubmed/18464915
http://dx.doi.org/10.1155/2008/218097
Descripción
Sumario:We investigate the performance of different classification models and their ability to recognize prostate cancer in an early stage. We build ensembles of classification models in order to increase the classification performance. We measure the performance of our models in an extensive cross-validation procedure and compare different classification models. The datasets come from clinical examinations and some of the classification models are already in use to support the urologists in their clinical work.