1. 'Active Statistics' (2024), Cambridge University Press. Winner of the 2025 PROSE award in Mathematics and Statistics from The Association of American Publishers (AAP).
2. 'Regression and other stories' (2020), Cambridge University Press.
3. 'Bayesian Data Analysis', Third Edition (2013), Chapman and Hall/CRC. Winner of the 2016 De Groot Prize from the International Society for Bayesian Analysis (awarded to the author or authors of an outstanding published book in Statistical Science).
Research Experience
Professor in computational Bayesian modeling at Aalto University; Member of ELLIS Institute Finland; Member of FCAI - Finnish Center for Artificial Intelligence; Member of Bayesian Workflow Group.
Background
Research interests include Bayesian probability theory and methodology, Bayesian workflow, probabilistic programming, inference methods such as Laplace, EP, VB, MC, inference and model diagnostics, model assessment and selection, Gaussian processes, and hierarchical models.