2 papers
stat.ME2026
Explainable Outlier Detection for Interval-valued Data
Catarina P. Loureiro, M. Rosário Oliveira, Paula Brito +1
Explainability is increasingly recognized as a key aspect of outlier detection. However, for complex data structures such as interval-valued data, it remains largely unexplored. Bu…
stat.ME2026
Minimum Covariance Determinant Estimator and Outlier Detection for Interval-valued Data
Catarina P. Loureiro, M. Rosário Oliveira, M. Rosário Oliveira +2
Interval-valued data are one of the most common symbolic data types, which enables the preservation of the underlying variability of the data. The interval mean and covariance matr…