Jouni Hartikainen

15 papers A* 1A 2C 1Journal 8Unranked 3
YearRankTypeTitle / Venue / Authors
2015 J jnl
Posterior inference on parameters of stochastic differential equations via non-linear Gaussian filtering and adaptive MCMC.
Stat. Comput.
Simo Särkkä, Jouni Hartikainen, Isambi Sailon Mbalawata, Heikki Haario
2014 C conf
Gaussian process quadratures in nonlinear sigma-point filtering and smoothing.
FUSION
Simo Särkkä, Jouni Hartikainen, Lennart Svensson, Fredrik Sandblom
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
2013 — conf
Non-linear noise adaptive Kalman filtering via variational Bayes.
MLSP
Simo Särkkä, Jouni Hartikainen
2013 J jnl
Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering.
IEEE Signal Process. Mag.
Simo Särkkä, Arno Solin, Jouni Hartikainen
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 A conf
Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian Process Regression.
AISTATS
Simo Särkkä, Jouni Hartikainen
2012 — conf
Recursive outlier-robust filtering and smoothing for nonlinear systems using the multivariate student-t distribution.
MLSP
Robert Piché, Simo Särkkä, Jouni Hartikainen
2012 J jnl
Sequential Inference for Latent Force Models
CoRR
Jouni Hartikainen, Simo Särkkä
2012 J jnl
State-Space Inference for Non-Linear Latent Force Models with Application to Satellite Orbit Prediction
CoRR
Jouni Hartikainen, Mari Seppänen, Simo Särkkä
2012 A* conf
State-Space Inference for Non-Linear Latent Force Models with Application to Satellite Orbit Prediction.
ICML
Jouni Hartikainen, Mari Seppänen, Simo Särkkä
2011 J jnl
Correction to "On Gaussian Optimal Smoothing of Nonlinear State Space Models" [Aug 10 1938-1941].
IEEE Trans. Autom. Control.
Simo Särkkä, Jouni Hartikainen
2011 A conf
Sequential Inference for Latent Force Models.
UAI
Jouni Hartikainen, Simo Särkkä
2011 — conf
Sparse Spatio-temporal Gaussian Processes with General Likelihoods.
ICANN (1)
Jouni Hartikainen, Jaakko Riihimäki, Simo Särkkä
2010 J jnl
On Gaussian Optimal Smoothing of Non-Linear State Space Models.
IEEE Trans. Autom. Control.
Simo Särkkä, Jouni Hartikainen