Jouni Hartikainen

Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering

Simo Särkkä, Arno Solin, Jouni Hartikainen · IEEE Signal Processing Magazine · 2013 · 259 citations

Computing, Computer Science, Bayesian Data Analysis +16

GPstuff: Bayesian modeling with Gaussian processes

Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen et al. · 2013 · 232 citations

Computing, Biostatistics, Bayesian Data Analysis +12

Kalman filtering and smoothing solutions to temporal Gaussian process regression models

Jouni Hartikainen, Simo Särkkä · 2010 · 215 citations

Computing, Data Science, Machine Learning +16

Recursive outlier-robust filtering and smoothing for nonlinear systems using the multivariate student-t distribution

Robert Piché, Simo Särkkä, Jouni Hartikainen · 2012 · 188 citations

Computing, Systems Engineering, Bayesian Data Analysis +16

Non-linear noise adaptive Kalman filtering via variational Bayes

Simo Särkkä, Jouni Hartikainen · 2013 · 120 citations

Computing, Data Science, Stochastic Modeling +16