William Wilkinson
4 papers · 2019–2021 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Keywords
gaussian process
(4)
variational inference
(3)
expectation propagation
(3)
state space model
(2)
natural gradient
(1)
time series
(1)
kalman filter
(1)
spectral mixture model
(1)
sparse approximation
(1)
approximate bayesian inference
(1)
spatio-temporal filtering
(1)
kalman smoothing
(1)
nonnegative matrix factorisation
(1)
bayesian inference
(1)
audio signal processing
(1)
Papers
Sparse Algorithms for Markovian Gaussian Processes
AISTATS 2021
Spatio-Temporal Variational Gaussian Processes
NeurIPS 2021
State Space Expectation Propagation: Efficient Inference Schemes for Temporal Gaussian Processes
ICML 2020
End-to-End Probabilistic Inference for Nonstationary Audio Analysis
ICML 2019