O. Deniz Akyildiz
O. Deniz Akyildiz
Other namesDeniz Akyildiz, Ömer Deniz Akyildiz, Ömer Deniz Akyıldız
Department of Mathematics, Imperial College London
Verified email at - Homepage
Cited by
Cited by
Nonasymptotic estimates for Stochastic Gradient Langevin Dynamics under local conditions in nonconvex optimization
Y Zhang, ÖD Akyildiz, T Damoulas, S Sabanis
Applied Mathematics & Optimization 87 (2), 1-41, 2023
Convergence rates for optimised adaptive importance samplers
ÖD Akyildiz, J Míguez
Statistics and Computing 31, 1-17, 2021
VarGrad: a low-variance gradient estimator for variational inference
L Richter, A Boustati, N Nüsken, FJR Ruiz, ÖD Akyildiz
Advances in Neural Information Processing Systems 33, 2020
Nudging the particle filter
ÖD Akyildiz, J Míguez
Statistics and Computing 30, 305-330, 2020
Primal-dual algorithms for audio decomposition using mixed norms
I Bayram, ÖD Akyıldız
Signal, Image and Video Processing 8 (1), 95-110, 2014
Generalized Bayesian Filtering via Sequential Monte Carlo
A Boustati, ÖD Akyildiz, T Damoulas, AM Johansen
Advances in Neural Information Processing Systems 33, 2020
Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization
ÖD Akyildiz, S Sabanis
arXiv preprint arXiv:2002.05465, 2020
Statistical finite elements via Langevin dynamics
ÖD Akyildiz, C Duffin, S Sabanis, M Girolami
SIAM/ASA Journal on Uncertainty Quantification 10 (4), 1560-1585, 2022
The incremental proximal method: A probabilistic perspective
ÖD Akyildiz, V Elvira, J Míguez
2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018
Adaptive noisy importance sampling for stochastic optimization
OD Akyildiz, IP Marino, J Míguez
2017 IEEE 7th international workshop on computational advances in multi …, 2017
Fully probabilistic deep models for forward and inverse problems in parametric PDEs
A Vadeboncoeur, ÖD Akyildiz, I Kazlauskaite, M Girolami, F Cirak
Journal of Computational Physics 491, 112369, 2023
Tweedie moment projected diffusions for inverse problems
B Boys, M Girolami, J Pidstrigach, S Reich, A Mosca, OD Akyildiz
arXiv preprint arXiv:2310.06721, 2023
Global convergence of optimized adaptive importance samplers
ÖD Akyildiz
arXiv preprint arXiv:2201.00409, 2022
A probabilistic incremental proximal gradient method
ÖD Akyildiz, E Chouzenoux, V Elvira, J Míguez
IEEE Signal Processing Letters 26 (8), 1257-1261, 2019
Gradient-based adaptive importance samplers
V Elvira, E Chouzenoux, ÖD Akyildiz, L Martino
Journal of the Franklin Institute 360 (13), 9490-9514, 2023
Parallel sequential Monte Carlo for stochastic gradient-free nonconvex optimization
ÖD Akyildiz, D Crisan, J Míguez
Statistics and computing 30 (6), 1645-1663, 2020
A probabilistic interpretation of replicator-mutator dynamics
ÖD Akyıldız
arXiv preprint arXiv:1712.07879, 2017
Random grid neural processes for parametric partial differential equations
A Vadeboncoeur, I Kazlauskaite, Y Papandreou, F Cirak, M Girolami, ...
International Conference on Machine Learning, 34759-34778, 2023
Interacting particle langevin algorithm for maximum marginal likelihood estimation
ÖD Akyildiz, FR Crucinio, M Girolami, T Johnston, S Sabanis
arXiv preprint arXiv:2303.13429, 2023
Online matrix factorization via Broyden updates
ÖD Akyıldız
arXiv preprint arXiv:1506.04389, 2015
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