Pasi Jylänki

Publication Activity (10 Years)

Years Active: 2007-2020
Publications (10 Years): 2

Top Topics

Expectation Propagation

Latent Variables

Hyperparameters

Gaussian Process

Top Venues

J. Mach. Learn. Res.

Publications

Aki Vehtari, Andrew Gelman, Tuomas Sivula, Pasi Jylänki, Dustin Tran, Swupnil Sahai, Paul Blomstedt, John P. Cunningham, David Schiminovich, Christian P. Robert
Expectation Propagation as a Way of Life: A Framework for Bayesian Inference on Partitioned Data. J. Mach. Learn. Res. 21 (2020)
Juha Salmi, Olli-Pekka Koistinen, Enrico Glerean, Pasi Jylänki, Aki Vehtari, Iiro P. Jääskeläinen, Sasu Mäkelä, Lauri Nummenmaa, Katarina Nummi-Kuisma, Ilari Nummi, Mikko Sams
Distributed neural signatures of natural audiovisual speech and music in the human auditory cortex. NeuroImage 157 (2017)
Ville Tolvanen, Pasi Jylänki, Aki Vehtari
Expectation propagation for nonstationary heteroscedastic Gaussian process regression. MLSP (2014)
Pasi Jylänki, Aapo Nummenmaa, Aki Vehtari
Expectation propagation for neural networks with sparsity-promoting priors. J. Mach. Learn. Res. 15 (1) (2014)
Tomi Peltola, Pasi Jylänki, Aki Vehtari
Expectation Propagation for Likelihoods Depending on an Inner Product of Two Multivariate Random Variables. AISTATS (2014)
Jaakko Riihimäki, Pasi Jylänki, Aki Vehtari
Nested expectation propagation for Gaussian process classification. J. Mach. Learn. Res. 14 (1) (2013)
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)
Pasi Jylänki, Jarno Vanhatalo, Aki Vehtari
Likelihood. J. Mach. Learn. Res. 12 (2011)
Jarno Vanhatalo, Pasi Jylänki, Aki Vehtari
Gaussian process regression with Student-t likelihood. NIPS (2009)
Janne Lehtonen, Pasi Jylänki, Laura Kauhanen, Mikko Sams
Online Classification of Single EEG Trials During Finger Movements. IEEE Trans. Biomed. Eng. 55 (2) (2008)
Febo Cincotti, Laura Kauhanen, Fabio Aloise, Tapio Palomäki, Nicholas Caporusso, Pasi Jylänki, Donatella Mattia, Fabio Babiloni, Gerolf Vanacker, Marnix Nuttin, Maria Grazia Marciani, José del R. Millán
Vibrotactile Feedback for Brain-Computer Interface Operation. Comput. Intell. Neurosci. 2007 (2007)
Laura Kauhanen, Pasi Jylänki, Janne Lehtonen, Pekka Rantanen, Hannu Alaranta, Mikko Sams
EEG-Based Brain-Computer Interface for Tetraplegics. Comput. Intell. Neurosci. 2007 (2007)