Jarno Vanhatalo

Name: dblp XML data dump
Creator: Schloss Dagstuhl - Leibniz Center for Informatics
Published: 1993
License: https://creativecommons.org/publicdomain/zero/1.0/
Keywords: dblp, XML, computer science, scholarly publications, metadata

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Publications

2018
[c5]
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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
[j2]
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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
[i3]
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  - journals/corr/abs-1203-3524
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Jarno Vanhatalo, Aki Vehtari:
Speeding up the binary Gaussian process classification. CoRR abs/1203.3524 (2012)
[i2]
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  - journals/corr/abs-1206-3290
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Jarno Vanhatalo, Aki Vehtari:
Modelling local and global phenomena with sparse Gaussian processes. CoRR abs/1206.3290 (2012)
[i1]
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  - journals/corr/abs-1206-5754
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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
[j1]
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  - journals/jmlr/JylankiVV11
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Pasi Jylänki, Jarno Vanhatalo, Aki Vehtari:
Robust Gaussian Process Regression with a Student-t Likelihood. J. Mach. Learn. Res. 12: 3227-3257 (2011)
2010
[c4]
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  - conf/uai/VanhataloV10
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Jarno Vanhatalo, Aki Vehtari:
Speeding up the binary Gaussian process classification. UAI 2010: 623-631
2009
[c3]
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Jarno Vanhatalo, Pasi Jylänki, Aki Vehtari:
Gaussian process regression with Student-t likelihood. NIPS 2009: 1910-1918
2008
[c2]
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  - conf/uai/VanhataloV08
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Jarno Vanhatalo, Aki Vehtari:
Modelling local and global phenomena with sparse Gaussian processes. UAI 2008: 571-578
2007
[c1]
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  - electronic edition @ mlr.press (open access)
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Jarno Vanhatalo, Aki Vehtari:
Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology. Gaussian Processes in Practice 2007: 73-89

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