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Poorna Sandamini Senaratne

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Open access Aug 2026

Embedded One-Class Classification for Deep Neural Network Representations

An Embedded One-Class Classification (EOCC) framework for monitoring task-informed neural network representations andComparisons with depth-based, density-based, covariance-based, isolation-based, and end-to-end deep one-class methods show that EOCC is competitive and frequently achieves low Type II error while maintaining the nominal in-control acceptance probability.

Edgard M. Maboudou-Tchao, Poorna Sandamini Senaratne, Randyll Pandohie et al. · Mathematics · 0 citations