Jarno Vanhatalo

15 papers A 2Journal 10Unranked 3
YearRankTypeTitle / Venue / Authors
2025 J jnl
Bayesian calibration and uncertainty quantification for a large nutrient load impact model.
Ecol. Informatics
Karel Kaurila, Risto Lignell, Frede Thingstad, Harri Kuosa, Jarno Vanhatalo
2020 J jnl
Making the most of mental models: Advancing the methodology for mental model elicitation and documentation with expert stakeholders.
Environ. Model. Softw.
Kelsey LaMere, Samu Mäntyniemi, Jarno Vanhatalo, Päivi Haapasaari
2019 J jnl
A Gaussian process model and Bayesian variable selection for mapping function-valued quantitative traits with incomplete phenotypic data.
Bioinform.
Jarno Vanhatalo, Zitong Li, Mikko J. Sillanpää
2019 J jnl
EcoMem: An R package for quantifying ecological memory.
Environ. Model. Softw.
Malcolm S. Itter, Jarno Vanhatalo, Andrew O. Finley
2019 J jnl
Laplace approximation and natural gradient for Gaussian process regression with heteroscedastic student-t model.
Stat. Comput.
Marcelo Hartmann, Jarno Vanhatalo
2018 — conf
Correcting boundary over-Exploration Deficiencies in Bayesian Optimization with Virtual derivative Sign observations.
MLSP
Eero Siivola, Aki Vehtari, Jarno Vanhatalo, Javier González, Michael Riis Andersen
2013 J jnl
GPstuff: Bayesian modeling with Gaussian processes.
J. Mach. Learn. Res.
Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen, Pasi Jylänki, Ville Tolvanen, Aki Vehtari
2012 J jnl
Bayesian Modeling with Gaussian Processes using the MATLAB Toolbox GPstuff (v3.3)
CoRR
Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen, Pasi Jylänki, Ville Tolvanen, Aki Vehtari
2012 J jnl
Modelling local and global phenomena with sparse Gaussian processes
CoRR
Jarno Vanhatalo, Aki Vehtari
2012 J jnl
Speeding up the binary Gaussian process classification
CoRR
Jarno Vanhatalo, Aki Vehtari
2011 J jnl
Robust Gaussian Process Regression with a Student-
J. Mach. Learn. Res.
Pasi Jylänki, Jarno Vanhatalo, Aki Vehtari
2010 A conf
Speeding up the binary Gaussian process classification.
UAI
Jarno Vanhatalo, Aki Vehtari
2009 — conf
Gaussian process regression with Student-t likelihood.
NIPS
Jarno Vanhatalo, Pasi Jylänki, Aki Vehtari
2008 A conf
Modelling local and global phenomena with sparse Gaussian processes.
UAI
Jarno Vanhatalo, Aki Vehtari
2007 — conf
Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology.
Gaussian Processes in Practice
Jarno Vanhatalo, Aki Vehtari