| 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 | 335 | 2013 |
| 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 | 196 | 2007 |
| 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 | 195 | 2011 |
| 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 | 142 | 2008 |
| 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 | 128 | 2006 |
| Gaussian process regression with Student-t likelihood J Vanhatalo, P Jylänki, A Vehtari Advances in neural information processing systems 22, 2009 | 120 | 2009 |
| 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 3, 2017 | 99 | 2017 |
| 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, ... Journal of Machine Learning Research 21 (17), 1-53, 2020 | 93 | 2020 |
| 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 | 81 | 2008 |
| 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 | 72 | 2007 |
| 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 | 68 | 2014 |
| 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 | 62 | 2016 |
| 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 | 59 | 2015 |
| 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 | 59 | 2013 |
| 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 | 51 | 2006 |
| Expectation Propagation for Neural Networks with Sparsity-Promoting Priors P Jylänki, A Nummenmaa, A Vehtari Journal of Machine Learning Research 15, 1849−1901, 2014 | 47 | 2014 |
| 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 | 43 | 2012 |
| 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, 631-635, 2012 | 21 | 2012 |
| 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 | 15 | 2007 |
| Distributed neural signatures of natural audiovisual speech and music in the human auditory cortex J Salmi, OP Koistinen, E Glerean, P Jylänki, A Vehtari, IP Jääskeläinen, ... Neuroimage 157, 108-117, 2017 | 9 | 2017 |
