Search Results for author: Eleni Sgouritsa

Found 4 papers, 1 papers with code

FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch

no code implementations7 Jun 2024 Virginia Aglietti, Ira Ktena, Jessica Schrouff, Eleni Sgouritsa, Francisco J. R. Ruiz, Alan Malek, Alexis Bellot, Silvia Chiappa

The sample efficiency of Bayesian optimization algorithms depends on carefully crafted acquisition functions (AFs) guiding the sequential collection of function evaluations.

Bayesian Optimization Hyperparameter Optimization +1

Consistency of Causal Inference under the Additive Noise Model

no code implementations19 Dec 2013 Samory Kpotufe, Eleni Sgouritsa, Dominik Janzing, Bernhard Schölkopf

We analyze a family of methods for statistical causal inference from sample under the so-called Additive Noise Model.

Causal Inference

On Causal and Anticausal Learning

1 code implementation27 Jun 2012 Bernhard Schoelkopf, Dominik Janzing, Jonas Peters, Eleni Sgouritsa, Kun Zhang, Joris Mooij

We consider the problem of function estimation in the case where an underlying causal model can be inferred.

Transfer Learning

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