Sequential Nonparametric Estimation with Assigned Risk

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Nonparametric Bayes-risk estimation

Absrract-Two nonparametric methods to estimate the Bayes risk using classified sample sets are described and compared. The first method uses the nearest neighbor error rate as an estimate to bound the Bayes risk. The second method estimates the Bayes decision regions by applying Parzen probability-density function estimates and counts errors made using these regions. This estimate is shown to b...

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ژورنال

عنوان ژورنال: The Annals of Statistics

سال: 1995

ISSN: 0090-5364

DOI: 10.1214/aos/1176324713