Geometry in Data : Statistical Inference & Clustering


2023-2027



Publications

E. Aamari, C. Berenfeld, C. Levrard (2023). Optimal reach estimation and metric learning , The Annals of Statistics 51, 1086-1108.
E. Aamari, C. Aaron, C. Levrard (2023). Minimax Boundary Estimation and Estimation with Boundary , Bernoulli 29, 3334-3368.

Articles soumis

A. Nouy, B. Michel (2023). Weighted least-squares approximation with determinantal point processes and generalized volume sampling.
W. Reise, B. Michel, F. Chazal (2023). Topological signatures of periodic-like signals.
S. Ammous, J. Dedecker, C. Duval (2023). Adaptive directional estimator of the density in Rd for independent and mixing sequences.
S. Delattre & A. Fischer (2023). Estimation via length-constrained generalized empirical principal curves under small noise.
A. Stéphanovitch, E. Aamari, C. Levrard (2024). Wasserstein GANs are Minimax Optimal Distribution Estimators.
S. Delattre & A. Fischer (2024). Convergence rates in curve estimation.