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Akwum Onwunta
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2020 – today
- 2024
- [j6]Akwum Onwunta, Clément W. Royer:
Complexity Analysis of Regularization Methods for Implicitly Constrained Least Squares. J. Sci. Comput. 101(3): 54 (2024) - [c1]Yuhao Huang, Qingsong Wang, Akwum Onwunta, Bao Wang:
Efficient Score Matching with Deep Equilibrium Layers. ICLR 2024 - 2023
- [j5]Harbir Antil, Howard C. Elman, Akwum Onwunta, Deepanshu Verma:
A deep neural network approach for parameterized PDEs and Bayesian inverse problems. Mach. Learn. Sci. Technol. 4(3): 35015 (2023) - [j4]Harbir Antil, Sergey Dolgov, Akwum Onwunta:
TTRISK: Tensor train decomposition algorithm for risk averse optimization. Numer. Linear Algebra Appl. 30(3) (2023) - [i6]Harbir Antil, Sergey Dolgov, Akwum Onwunta:
State-constrained Optimization Problems under Uncertainty: A Tensor Train Approach. CoRR abs/2301.08684 (2023) - [i5]Valentin Leplat, Le Thi Khanh Hien, Akwum Onwunta, Nicolas Gillis:
Deep Nonnegative Matrix Factorization with Beta Divergences. CoRR abs/2309.08249 (2023) - 2021
- [i4]Harbir Antil, Howard C. Elman, Akwum Onwunta, Deepanshu Verma:
Novel Deep neural networks for solving Bayesian statistical inverse. CoRR abs/2102.03974 (2021) - [i3]Harbir Antil, Thomas S. Brown, Ratna Khatri, Akwum Onwunta, Deepanshu Verma, Mahamadi Warma:
Optimal Control, Numerics, and Applications of Fractional PDEs. CoRR abs/2106.13289 (2021) - [i2]Harbir Antil, Sergey Dolgov, Akwum Onwunta:
TTRISK: Tensor Train Decomposition Algorithm for Risk Averse Optimization. CoRR abs/2111.05180 (2021)
2010 – 2019
- 2019
- [j3]Peter Benner, Akwum Onwunta, Martin Stoll:
A Low-Rank Inexact Newton-Krylov Method for Stochastic Eigenvalue Problems. Comput. Methods Appl. Math. 19(1): 5-22 (2019) - [i1]Howard C. Elman, Akwum Onwunta:
Reduced-order modeling for nonlinear Bayesian statistical inverse problems. CoRR abs/1909.02539 (2019) - 2016
- [j2]Peter Benner, Akwum Onwunta, Martin Stoll:
Block-Diagonal Preconditioning for Optimal Control Problems Constrained by PDEs with Uncertain Inputs. SIAM J. Matrix Anal. Appl. 37(2): 491-518 (2016) - 2015
- [j1]Peter Benner, Akwum Onwunta, Martin Stoll:
Low-Rank Solution of Unsteady Diffusion Equations with Stochastic Coefficients. SIAM/ASA J. Uncertain. Quantification 3(1): 622-649 (2015)
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