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Publication search results
found 14 matches
- 2020
- 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: 104589 (2020) - 2019
- 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): 3684-3692 (2019) - Malcolm S. Itter, Jarno Vanhatalo, Andrew O. Finley:
EcoMem: An R package for quantifying ecological memory. Environ. Model. Softw. 119: 305-308 (2019) - Marcelo Hartmann, Jarno Vanhatalo:
Laplace approximation and natural gradient for Gaussian process regression with heteroscedastic student-t model. Stat. Comput. 29(4): 753-773 (2019) - 2018
- Eero Siivola, Aki Vehtari, Jarno Vanhatalo, Javier González, Michael Riis Andersen:
Correcting boundary over-Exploration Deficiencies in Bayesian Optimization with Virtual derivative Sign observations. MLSP 2018: 1-6 - 2013
- Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen, Pasi Jylänki, Ville Tolvanen, Aki Vehtari:
GPstuff: Bayesian modeling with Gaussian processes. J. Mach. Learn. Res. 14(1): 1175-1179 (2013) - 2012
- Jarno Vanhatalo, Aki Vehtari:
Speeding up the binary Gaussian process classification. CoRR abs/1203.3524 (2012) - Jarno Vanhatalo, Aki Vehtari:
Modelling local and global phenomena with sparse Gaussian processes. CoRR abs/1206.3290 (2012) - 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 abs/1206.5754 (2012) - 2011
- Pasi Jylänki, Jarno Vanhatalo, Aki Vehtari:
Robust Gaussian Process Regression with a Student-t Likelihood. J. Mach. Learn. Res. 12: 3227-3257 (2011) - 2010
- Jarno Vanhatalo, Aki Vehtari:
Speeding up the binary Gaussian process classification. UAI 2010: 623-631 - 2009
- Jarno Vanhatalo, Pasi Jylänki, Aki Vehtari:
Gaussian process regression with Student-t likelihood. NIPS 2009: 1910-1918 - 2008
- Jarno Vanhatalo, Aki Vehtari:
Modelling local and global phenomena with sparse Gaussian processes. UAI 2008: 571-578 - 2007
- Jarno Vanhatalo, Aki Vehtari:
Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology. Gaussian Processes in Practice 2007: 73-89
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