Publications associées à Statistical Aspects of Wasserstein Distances

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Robust Generalization via $\alpha$-Mutual Information

Michael Christoph Gastpar, Amedeo Roberto Esposito, Ibrahim Issa

The aim of this work is to provide bounds connecting two probability measures of the same event using Rényi

\alpha

-Divergences and Sibson’s

\alpha

-Mutual Information, a generalization of respectively the Kullback-Leibler Divergence and Shannon’s Mutual ...

ETHZ2020

Statistical Aspects of Wasserstein Distances

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Multivariate extremes over a random number of observations

On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems

Robust Generalization via $\alpha$-Mutual Information

From Data to Decisions: Distributionally Robust Optimization is Optimal

The Cost of Scaling a Reliable Interconnection Topology

Simulation-based Anomaly Detection and Damage Localization: An application to Structural Health Monitoring

Gamma Knife radiosurgery for acromegaly: Evaluating the role of the biological effective dose associated with endocrine remission in a series of 42 consecutive cases

Equal Loss Distribution in Duty-Cycle Controlled H-Bridge LLC Resonant Converters

Statistical Fatigue Investigation and Failure Prediction of a Healable Composite System

Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations

From Data to Decisions: Distributionally Robust Optimization is Optimal

Multivariate extremes over a random number of observations

Robust Generalization via $\alpha$-Mutual Information

Simulation-based Anomaly Detection and Damage Localization: An application to Structural Health Monitoring

Gamma Knife radiosurgery for acromegaly: Evaluating the role of the biological effective dose associated with endocrine remission in a series of 42 consecutive cases

The Cost of Scaling a Reliable Interconnection Topology

On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems

Equal Loss Distribution in Duty-Cycle Controlled H-Bridge LLC Resonant Converters

Statistical Fatigue Investigation and Failure Prediction of a Healable Composite System

Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations