Outlier estimation and detection application to skin lesion classification.

S Sigurdsson, J Larsen, LK Hansen… - … on Acoustics Speech …, 2002 - ieeexplore.ieee.org
S Sigurdsson, J Larsen, LK Hansen, PA Philipsen, HC Wulf
IEEE International Conference on Acoustics Speech and Signal …, 2002ieeexplore.ieee.org
… We extend MacKays Bayesian approach to neural classifiers to include an outlier
detector mechanism. We show that the outlier detector can locate misclassified samples. …
We have extended the Bayesian MLII approach far neural network classification to
incorporate an outlier model with an estimate of the outlier probability. The …
Abstract
We extend MacKays Bayesian approach to neural classifiers to include an outlier detector mechanism. We show that the outlier detector can locate misclassified samples.
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