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stat.ME2025
Moment-based Density Elicitation with Applications in Probabilistic Loops
Andrey Kofnov, Ezio Bartocci, Efstathia Bura
We propose the K-series estimation approach for the recovery of unknown univariate and multivariate distributions given knowledge of a finite number of their moments. Our method is…
stat.ME2025
Generalized Multi-Linear Models for Sufficient Dimension Reduction on Tensor Valued Predictors
Daniel Kapla, Efstathia Bura
We consider supervised learning (regression/classification) problems with tensor-valued input. We derive multi-linear sufficient reductions for the regression or classification pro…