Publications

My Google Scholar profile.

2021

• William J. Wilkinson, Simo Särkkä and Arno Solin, Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees, arXiv preprint arXiv:2111.01721 2021. [paper][code]

• Oliver Hamelijnck*, William J. Wilkinson*, Niki Loppi, Arno Solin and Theodoros Damoulas, Spatio-Temporal Variational Gaussian Processes, in 35th Conference on Neural Information Processing Systems (NeurIPS) 2021. [paper][code]

• William J. Wilkinson, Arno Solin and Vincent Adam, Sparse Algorithms for Markovian Gaussian Processes, in International Conference on Artificial Intelligence and Statistics (AISTATS) 2021. [paper][code]

2020

• Paul E. Chang, William J. Wilkinson, Mohammad Emtiyaz Khan and Arno Solin, Fast Variational Learning in State-Space Gaussian Process Models, in International Workshop on Machine Learning for Signal Processing (MLSP) 2020. [paper][code]

• William J. Wilkinson, Paul E. Chang, Michael Riis Andersen and Arno Solin, State Space Expectation Propagation: Efficient Inference Schemes for Temporal Gaussian Processes, in International Conference on Machine Learning (ICML) 2020. [paper][code]

• Lassi Meronen, William J. Wilkinson and Arno Solin, Movement Tracking by Optical Flow Assisted Inertial Navigation, in International Conference on Information Fusion (FUSION) 2020. [paper]

2019

• William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell and Arno Solin, End-to-End Probabilistic Inference for Nonstationary Audio Analysis, in International Conference on Machine Learning (ICML) 2019 [paper][code]

• William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell and Arno Solin, Unifying Probabilistic Models for Time-Frequency Analysis, in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019. [paper][code]

2018

• William J. Wilkinson, Joshua D. Reiss and Dan Stowell, A Generative Model for Natural Sounds Based on Latent Force Modelling, in International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA) 2018. [paper][code]

2017

• William J. Wilkinson, Joshua D. Reiss and Dan Stowell, Latent Force Models for Sound: Learning Modal Synthesis Parameters and Excitation Functions from Audio Recordings, in International Conference on Digital Audio Effects (DAFx) 2017. [paper][code]

2016

• William J. Wilkinson, Joshua D. Reiss and Dan Stowell, A Synthesis Model for Mammalian Vocalisation Sound Effects, in Audio Engineering Society 61st International Conference: Audio for Games, 2016 [paper]

PhD thesis

• William J. Wilkinson, Gaussian Process Modelling for Audio Signals. [thesis]