Search Results for author: Lauri Viitasaari

Found 2 papers, 1 papers with code

Concentration inequalities for leave-one-out cross validation

no code implementations4 Nov 2022 Benny Avelin, Lauri Viitasaari

In this article we prove that estimator stability is enough to show that leave-one-out cross validation is a sound procedure, by providing concentration bounds in a general framework.

Density Estimation regression

Continuous time Gaussian process dynamical models in gene regulatory network inference

1 code implementation24 Aug 2018 Atte Aalto, Lauri Viitasaari, Pauliina Ilmonen, Laurent Mombaerts, Jorge Goncalves

BINGO is based on MCMC sampling of trajectories of the GPDM and estimating the hyperparameters of the covariance function of the Gaussian process.

Optimization and Control Statistics Theory Molecular Networks Statistics Theory

Cannot find the paper you are looking for? You can Submit a new open access paper.