Please use this identifier to cite or link to this item: http://repositorio.inesctec.pt/handle/123456789/1879
Title: An accurate and interpretable model for BCCT.core
Authors: Hélder Filipe Oliveira
Jaime Cardoso
André Magalhães
Maria João Cardoso
Issue Date: 2010
Abstract: Breast Cancer Conservative Treatment (BCCT) is considered nowadays to be the most widespread form of locorregional breast cancer treatment. However, aesthetic results are heterogeneous and difficult to evaluate in a standardized way. The limited reproducibility of subjective aesthetic evaluation in BCCT motivated the research towards objective methods. A recent computer system (BCCT.core) was developed to objectively and automatically evaluate the aesthetic result of BCCT. The system is centered on a support vector machine (SVM) classifier with a radial basis function (RBF) used to predict the overall cosmetic result from features computed on a digital photograph of the patient. However, this classifier is not ideal for the interpretation of the factors being used in the prediction. Therefore, an often suggested improvement is the interpretability of the model being used to assess the overall aesthetic result. In the current work we investigate the accuracy of different interpretabl
URI: http://repositorio.inesctec.pt/handle/123456789/1879
metadata.dc.type: conferenceObject
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Appears in Collections:CTM - Articles in International Conferences

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