Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology. - Jarno Vanhatalo; Aki Vehtari (Gaussian Processes in Practice, 2007)

Modelling local and global phenomena with sparse Gaussian processes. - Jarno Vanhatalo; Aki Vehtari (UAI, 2008)

Gaussian process regression with Student-t likelihood. - Jarno Vanhatalo; Pasi Jylänki; Aki Vehtari (NIPS, 2009)

Speeding up the binary Gaussian process classification. - Jarno Vanhatalo; Aki Vehtari (UAI, 2010)

Robust Gaussian Process Regression with a Student-t Likelihood. - Pasi Jylänki; Jarno Vanhatalo; Aki Vehtari (J. Mach. Learn. Res., 2011)

Bayesian Modeling with Gaussian Processes using the MATLAB Toolbox GPstuff (v3.3) - Jarno Vanhatalo; Jaakko Riihimäki; Jouni Hartikainen; Pasi Jylänki; Ville Tolvanen; Aki Vehtari (CoRR, 2012)

GPstuff: Bayesian modeling with Gaussian processes. - Jarno Vanhatalo; Jaakko Riihimäki; Jouni Hartikainen; Pasi Jylänki; Ville Tolvanen; Aki Vehtari (J. Mach. Learn. Res., 2013)

Correcting boundary over-Exploration Deficiencies in Bayesian Optimization with Virtual derivative Sign observations. - Eero Siivola; Aki Vehtari; Jarno Vanhatalo; Javier González 002; Michael Riis Andersen (MLSP, 2018)

A Gaussian process model and Bayesian variable selection for mapping function-valued quantitative traits with incomplete phenotypic data. - Jarno Vanhatalo; Zitong Li; Mikko J. Sillanpää (Bioinform., 2019)

EcoMem: An R package for quantifying ecological memory. - Malcolm S. Itter; Jarno Vanhatalo; Andrew O. Finley (Environ. Model. Softw., 2019)

Laplace approximation and natural gradient for Gaussian process regression with heteroscedastic student-t model. - Marcelo Hartmann; Jarno Vanhatalo (Stat. Comput., 2019)

Making the most of mental models: Advancing the methodology for mental model elicitation and documentation with expert stakeholders. - Kelsey LaMere; Samu Mäntyniemi; Jarno Vanhatalo; Päivi Haapasaari (Environ. Model. Softw., 2020)

Bayesian calibration and uncertainty quantification for a large nutrient load impact model. - Karel Kaurila; Risto Lignell; Frede Thingstad; Harri Kuosa; Jarno Vanhatalo (Ecol. Informatics, 2025)