Jarno Vanhatalo

Publication Activity (10 Years)

Years Active: 2007-2020
Publications (10 Years): 5

Top Topics

Hyperparameters

Gaussian Process

Top Venues

Environ. Model. Softw.

Publications

Kelsey LaMere, Samu Mäntyniemi, Jarno Vanhatalo, Päivi Haapasaari
Making the most of mental models: Advancing the methodology for mental model elicitation and documentation with expert stakeholders. Environ. Model. Softw. 124 (2020)
Jarno Vanhatalo, Zitong Li, Mikko J. Sillanpää
A Gaussian process model and Bayesian variable selection for mapping function-valued quantitative traits with incomplete phenotypic data. Bioinform. 35 (19) (2019)
Malcolm S. Itter, Jarno Vanhatalo, Andrew O. Finley
EcoMem: An R package for quantifying ecological memory. Environ. Model. Softw. 119 (2019)
Marcelo Hartmann, Jarno Vanhatalo
Laplace approximation and natural gradient for Gaussian process regression with heteroscedastic student-t model. Stat. Comput. 29 (4) (2019)
Eero Siivola, Aki Vehtari, Jarno Vanhatalo, Javier Gonzalez, Michael Riis Andersen
Correcting boundary over-Exploration Deficiencies in Bayesian Optimization with Virtual derivative Sign observations. MLSP (2018)
Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen, Pasi Jylänki, Ville Tolvanen, Aki Vehtari
GPstuff: Bayesian modeling with Gaussian processes. J. Mach. Learn. Res. 14 (1) (2013)
Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen, Pasi Jylänki, Ville Tolvanen, Aki Vehtari
Bayesian Modeling with Gaussian Processes using the MATLAB Toolbox GPstuff (v3.3) CoRR (2012)
Jarno Vanhatalo, Aki Vehtari
Speeding up the binary Gaussian process classification CoRR (2012)
Jarno Vanhatalo, Aki Vehtari
Modelling local and global phenomena with sparse Gaussian processes CoRR (2012)
Pasi Jylänki, Jarno Vanhatalo, Aki Vehtari
Likelihood. J. Mach. Learn. Res. 12 (2011)
Jarno Vanhatalo, Aki Vehtari
Speeding up the binary Gaussian process classification. UAI (2010)
Jarno Vanhatalo, Pasi Jylänki, Aki Vehtari
Gaussian process regression with Student-t likelihood. NIPS (2009)
Jarno Vanhatalo, Aki Vehtari
Modelling local and global phenomena with sparse Gaussian processes. UAI (2008)
Jarno Vanhatalo, Aki Vehtari
Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology. Gaussian Processes in Practice (2007)