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Paul E Chang
Paul E Chang
University of Helsinki
E-mail confirmado em aalto.fi
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Dual parameterization of sparse variational Gaussian processes
V Adam, P Chang, MEE Khan, A Solin
Advances in neural information processing systems 34, 11474-11486, 2021
302021
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
282020
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
192020
Function-space parameterization of neural networks for sequential learning
A Scannell, R Mereu, P Chang, E Tamir, J Pajarinen, A Solin
arXiv preprint arXiv:2403.10929, 2024
62024
Memory-based dual Gaussian processes for sequential learning
PE Chang, P Verma, ST John, A Solin, ME Khan
International Conference on Machine Learning, 4035-4054, 2023
62023
Fantasizing with dual GPs in Bayesian optimization and active learning
PE Chang, P Verma, ST John, V Picheny, H Moss, A Solin
arXiv preprint arXiv:2211.01053, 2022
62022
Sparse function-space representation of neural networks
A Scannell, R Mereu, P Chang, E Tamir, J Pajarinen, A Solin
arXiv preprint arXiv:2309.02195, 2023
42023
Amortized probabilistic conditioning for optimization, simulation and inference
PE Chang, N Loka, D Huang, U Remes, S Kaski, L Acerbi
arXiv preprint arXiv:2410.15320, 2024
22024
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
22019
Rethinking Inference in Gaussian Processes: A Dual Parameterization Approach
PE Chang
Aalto University, 2024
2024
Sequential Learning in GPs with Memory and Bayesian Leverage Score
P Verma, PE Chang, A Solin, ME Khan
Continual Lifelong Learning Workshop at ACML 2022, 2022
2022
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