I'm leader of the Bayesian methodology group at BECS. Most of our current and past projects are listed in Bayes group's research page, but since we are so busy doing new research, some recent projects may be missing from there. The web pages of our department are in the process of changing to a new Aalto design, and it will take some time the process to reach the Bayes group's web pages.
My research interests are Bayesian probability theory and methodology, especially inference methods such as Laplace, EP, VB, MC, model assessment and selection, non-parametric models such as Gaussian processes, dynamic models, and hierarchical models.
Interesting applications I'm currently working on include brain signal analysis (MEG, fMRI, InI-fMRI ), genome wide association analysis, public and occupational health care data analysis, spatio-temporal epidemiology and large predator population structure and size estimation.
GPstuff toolbox for
Gaussian Processes (for Matlab), New release 3.2