| Fast Variational Learning in State-Space Gaussian Process Models PE Chang, WJ Wilkinson, ME Khan, A Solin 2020 IEEE 30th International Workshop on Machine Learning for Signal …, 2020 | 17 | 2020 |
| Spatio-Temporal Variational Gaussian Processes O Hamelijnck*, WJ Wilkinson*, NA Loppi, A Solin, T Damoulas Neural Information Processing Systems (NeurIPS), 2021 | 14 | 2021 |
| State Space Expectation Propagation: Efficient Inference Schemes for Temporal Gaussian Processes W Wilkinson, P Chang, M Andersen, A Solin International Conference on Machine Learning, 10270-10281, 2020 | 12 | 2020 |
| Unifying Probabilistic Models for Time-Frequency Analysis WJ Wilkinson, M Riis Andersen, JD Reiss, D Stowell, A Solin IEEE International Conference on Acoustics, Speech and Signal Processing …, 2019 | 10 | 2019 |
| Sparse algorithms for Markovian Gaussian processes W Wilkinson, A Solin, V Adam International Conference on Artificial Intelligence and Statistics, 1747-1755, 2021 | 9 | 2021 |
| End-to-End Probabilistic Inference for Nonstationary Audio Analysis WJ Wilkinson, MR Andersen, JD Reiss, D Stowell, A Solin 36th International Conference on Machine Learning, PMLR 97:6776-6785, 2019, 2019 | 8 | 2019 |
| A Synthesis Model for Mammalian Vocalisation Sound Effects WJ Wilkinson, JD Reiss Audio Engineering Society Conference: 61st International Conference: Audio …, 2016 | 7 | 2016 |
| Latent Force Models for Sound: Learning Modal Synthesis Parameters and Excitation Functions from Audio Recordings WJ Wilkinson, JD Reiss, D Stowell International Conference on Digital Audio Effects (DAFx) 2017, 2017 | 6 | 2017 |
| Bayes–Newton Methods for Approximate Bayesian Inference with PSD Guarantees WJ Wilkinson, S Särkkä, A Solin Journal of Machine Learning Research 24 (83), 1-50, 2023 | 5 | 2023 |
| Gaussian Process Modelling for Audio Signals W Wilkinson Queen Mary University of London, 2019 | 4 | 2019 |
| Movement Tracking by Optical Flow Assisted Inertial Navigation L Meronen, WJ Wilkinson, A Solin 2020 IEEE 23rd International Conference on Information Fusion (FUSION), 1-8, 2020 | 3 | 2020 |
| A Generative Model for Natural Sounds Based on Latent Force Modelling WJ Wilkinson, JD Reiss, D Stowell International Conference on Latent Variable Analysis and Signal Separation …, 2018 | 2 | 2018 |
| Performable Spectral Synthesis via Low-Dimensional Modelling and Control Mapping WJ Wilkinson, JD Reiss, D Stowell DMRN+11: Digital Music Research Network Workshop, Dec. 2016, 2016 | 2 | 2016 |
| Global Approximate Inference via Local Linearisation for Temporal Gaussian Processes WJ Wilkinson, PE Chang, MR Andersen, A Solin Second Symposium on Advances in Approximate Bayesian Inference, 2019 | 1 | 2019 |
| Models and inference for temporal Gaussian processes W Wilkinson | | 2019 |
Arno SolinAssistant Professor in Machine Learning, Aalto UniversityVerified email at aalto.fi
