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ORCIDJouni Hartikainen
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2010 – 2019
- 2015
[j5]Simo Särkkä, Jouni Hartikainen, Isambi Sailon Mbalawata
, Heikki Haario:
Posterior inference on parameters of stochastic differential equations via non-linear Gaussian filtering and adaptive MCMC. Stat. Comput. 25(2): 427-437 (2015)- 2014
- [c7]Simo Särkkä, Jouni Hartikainen, Lennart Svensson, Fredrik Sandblom:
Gaussian process quadratures in nonlinear sigma-point filtering and smoothing. FUSION 2014: 1-8 - 2013
- [j4]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) - [j3]Simo Särkkä, Arno Solin, Jouni Hartikainen:
Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering. IEEE Signal Process. Mag. 30(4): 51-61 (2013) - [c6]Simo Särkkä, Jouni Hartikainen:
Non-linear noise adaptive Kalman filtering via variational Bayes. MLSP 2013: 1-6 - 2012
- [c5]Jouni Hartikainen, Mari Seppänen, Simo Särkkä:
State-Space Inference for Non-Linear Latent Force Models with Application to Satellite Orbit Prediction. ICML 2012 - [c4]Robert Piché, Simo Särkkä, Jouni Hartikainen:
Recursive outlier-robust filtering and smoothing for nonlinear systems using the multivariate student-t distribution. MLSP 2012: 1-6 - [c3]Simo Särkkä, Jouni Hartikainen:
Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian Process Regression. AISTATS 2012: 993-1001 - [i3]Jouni Hartikainen, Simo Särkkä:
Sequential Inference for Latent Force Models. CoRR abs/1202.3730 (2012) - [i2]Jouni Hartikainen, Mari Seppänen, Simo Särkkä:
State-Space Inference for Non-Linear Latent Force Models with Application to Satellite Orbit Prediction. CoRR abs/1206.4670 (2012) - [i1]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
- [j2]Simo Särkkä, Jouni Hartikainen:
Correction to "On Gaussian Optimal Smoothing of Nonlinear State Space Models" [Aug 10 1938-1941]. IEEE Trans. Autom. Control. 56(7): 1746 (2011) - [c2]Jouni Hartikainen, Jaakko Riihimäki, Simo Särkkä:
Sparse Spatio-temporal Gaussian Processes with General Likelihoods. ICANN (1) 2011: 193-200 - [c1]Jouni Hartikainen, Simo Särkkä:
Sequential Inference for Latent Force Models. UAI 2011: 311-318 - 2010
- [j1]Simo Särkkä, Jouni Hartikainen:
On Gaussian Optimal Smoothing of Non-Linear State Space Models. IEEE Trans. Autom. Control. 55(8): 1938-1941 (2010)
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