4.7 Article

Bayes error evaluation of the Gaussian ML classifier

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出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/36.843045

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Bhattacharyya distance; classification error; error estimation; feature extraction; Gaussian ML classifier; multispectral data

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We investigate the relationship between the classification error and the Bhattacharyya distance of two normally distributed classes and propose a new equation that provides an accurate error estimation for the Gaussian ML classifier. With the error estimation equation, it is possible to estimate the classification error within a 1-2% margin.

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