no code implementations • 4 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.
1 code implementation • 24 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