Ville Tolvanen

Publication Activity (10 Years)

Years Active: 2012-2016
Publications (10 Years): 2

Top Topics

Expectation Propagation

Latent Variables

Hyperparameters

Gaussian Process

Top Venues

J. Mach. Learn. Res.

Publications

Aki Vehtari, Tommi Mononen, Ville Tolvanen, Tuomas Sivula, Ole Winther
Bayesian Leave-One-Out Cross-Validation Approximations for Gaussian Latent Variable Models. J. Mach. Learn. Res. 17 (2016)
Simo Särkkä, Ville Tolvanen, Juho Kannala, Esa Rahtu
Adaptive Kalman filtering and smoothing for gravitation tracking in mobile systems. IPIN (2015)
Ville Tolvanen, Pasi Jylänki, Aki Vehtari
Expectation propagation for nonstationary heteroscedastic Gaussian process regression. MLSP (2014)
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)