3 papers
stat.ML2019
optimalFlow: Optimal-transport approach to flow cytometry gating and population matching
Eustasio del Barrio, Hristo Inouzhe, Jean-Michel Loubes +2
Data obtained from Flow Cytometry present pronounced variability due to biological and technical reasons. Biological variability is a well-known phenomenon produced by measurements…
math.ST2019
On approximate validation of models: A Kolmogorov-Smirnov based approach
Eustasio del Barrio, Hristo Inouzhe, Carlos Matrán
Classical tests of fit typically reject a model for large enough real data samples. In contrast, often in statistical practice a model offers a good description of the data even th…
math.OC2019
Box-constrained monotone -approximations to Lipschitz regularizations, with applications to robust testing
Eustasio del Barrio, Hristo Inouzhe, Carlos Matrán
Tests of fit to exact models in statistical analysis often lead to rejections even when the model is a useful approximate description of the random generator of the data. Among pos…