Search Results for author: Atte Aalto

Found 2 papers, 2 papers with code

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

Bayesian variable selection in linear dynamical systems

1 code implementation15 Feb 2018 Atte Aalto, Jorge Goncalves

In biological applications, the typical problem is that the sampling frequency is low, and consequentially the system identification problem is ill-posed.

Methodology Optimization and Control Quantitative Methods

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