Pasi Jylänki
Pasi Jylänki
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GPstuff: Bayesian Modeling with Gaussian Processes
J Vanhatalo, J Riihimäki, J Hartikainen, P Jylänki, V Tolvanen, A Vehtari
Journal of Machine Learning Research 14, 1175−1179, 2013
2462013
Vibrotactile feedback for brain-computer interface operation
F Cincotti, L Kauhanen, F Aloise, T Palomäki, N Caporusso, P Jylänki, ...
Computational intelligence and neuroscience 2007, 2007
1482007
Robust Gaussian process regression with a student-t likelihood
P Jylänki, J Vanhatalo, A Vehtari
The Journal of Machine Learning Research 12, 3227-3257, 2011
1282011
A multi-metabolite analysis of serum by 1H NMR spectroscopy: Early systemic signs of Alzheimer’s disease
T Tukiainen, T Tynkkynen, VP Mäkinen, P Jylänki, A Kangas, J Hokkanen, ...
Biochemical and biophysical research communications 375 (3), 356-361, 2008
1182008
EEG and MEG brain-computer interface for tetraplegic patients
L Kauhanen, T Nykopp, J Lehtonen, P Jylanki, J Heikkonen, P Rantanen, ...
IEEE Transactions on Neural Systems and Rehabilitation Engineering 14 (2 …, 2006
1032006
Gaussian process regression with Student-t likelihood
J Vanhatalo, P Jylänki, A Vehtari
Advances in neural information processing systems, 1910-1918, 2009
702009
Online classification of single EEG trials during finger movements
J Lehtonen, P Jylanki, L Kauhanen, M Sams
Biomedical Engineering, IEEE Transactions on 55 (2), 713-720, 2008
632008
EEG-based brain-computer interface for tetraplegics
L Kauhanen, P Jylänki, J Lehtonen, P Rantanen, H Alaranta, M Sams
Computational intelligence and neuroscience 2007, 1-11, 2007
562007
Expectation propagation as a way of life
A Gelman, A Vehtari, P Jylänki, C Robert, N Chopin, JP Cunningham
arXiv preprint arXiv:1412.4869 157, 2014
552014
Nested Expectation Propagation for Gaussian Process Classification with a Multinomial Probit Likelihood
J Riihimäki, P Jylänki, A Vehtari
Journal of Machine Learning Research 14, 75-109, 2013
542013
Expectation propagation for nonstationary heteroscedastic Gaussian process regression
V Tolvanen, P Jylänki, A Vehtari
2014 IEEE International Workshop on Machine Learning for Signal Processing …, 2014
492014
Haptic feedback compared with visual feedback for BCI
L Kauhanen, T Palomäki, P Jylänki, F Aloise, M Nuttin, JR Millán
Proceedings of the 3rd International Brain-Computer Interface Workshop …, 2006
422006
Probabilistic model-based functional parcellation reveals a robust, fine-grained subdivision of the striatum
RJ Janssen, P Jylänki, RPC Kessels, MAJ van Gerven
NeuroImage 119, 398-405, 2015
362015
Expectation Propagation for Neural Networks with Sparsity-Promoting Priors
P Jylänki, A Nummenmaa, A Vehtari
Journal of Machine Learning Research 15, 1849−1901, 2014
252014
Bayesian modeling with Gaussian processes using the GPstuff toolbox
J Vanhatalo, J Riihimäki, J Hartikainen, P Jylänki, V Tolvanen, A Vehtari
arXiv preprint arXiv:1206.5754, 2012
242012
Predictability of depression severity based on posterior alpha oscillations
H Jiang, T Popov, P Jylänki, K Bi, Z Yao, Q Lu, O Jensen, ...
Clinical Neurophysiology 127 (4), 2108-2114, 2016
212016
Expectation propagation as a way of life: A framework for Bayesian inference on partitioned data
A Gelman, A Vehtari, P Jylänki, T Sivula, D Tran, S Sahai, P Blomstedt, ...
arXiv preprint arXiv:1412.4869, 2017
172017
Expectation propagation as a way of life: A framework for Bayesian inference on partitioned data
A Vehtari, A Gelman, T Sivula, P Jylänki, D Tran, S Sahai, P Blomstedt, ...
arXiv preprint arXiv:1412.4869, 2014
162014
Mild cognitive impairment associates with concurrent decreases in serum cholesterol and cholesterol-related lipoprotein subclasses
T Tukiainen, P Jylänki, VP Mäkinen, O Gröhn, M Hallikainen, H Soininen, ...
The journal of nutrition, health & aging 16 (7), 631-635, 2012
152012
Preliminary experimentation on vibrotactile feedback in the context of mu-rhythm based BCI
F Cincotti, L Kauhanen, F Aloise, T Palomaki, N Caporusso, P Jylanki, ...
2007 29th Annual International Conference of the IEEE Engineering in …, 2007
122007
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