Articles with "outlier sample" as a keyword



Automatic outlier sample detection based on regression analysis and repeated ensemble learning

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Published in 2018 at "Chemometrics and Intelligent Laboratory Systems"

DOI: 10.1016/j.chemolab.2018.04.015

Abstract: Abstract The fields of chemoinformatics and chemometrics require regression models with high prediction performance. To construct predictive regression models by appropriately detecting outlier samples, a new outlier detection and regression method based on ensemble learning… read more here.

Keywords: detection; outlier sample; regression; automatic outlier ... See more keywords

POSR: Pose-Aligned Outlier Sample Relabeling for Unsupervised Person Reidentification

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Published in 2025 at "IEEE Transactions on Instrumentation and Measurement"

DOI: 10.1109/tim.2025.3546396

Abstract: Unsupervised person reidentification (Re-ID) is crucial since it enables the matching of individuals without labeled data. Existing clustering-based methods directly discard outlier samples. However, these discarded outliers are not noise samples. In contrast, they are… read more here.

Keywords: outlier sample; person reidentification; aligned outlier; pose aligned ... See more keywords