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Muhammad F. Emzir
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2020 – today
- 2024
- [j8]Muhammad F. Emzir:
Efficient projection filter algorithm for stochastic dynamical systems with correlated noises and state-dependent measurement covariance. Signal Process. 218: 109383 (2024) - [j7]Muhammad F. Emzir, Zheng Zhao, Lahouari Cheded, Simo Särkkä:
Gaussian-Based Parametric Bijections for Automatic Projection Filters. IEEE Trans. Autom. Control. 69(5): 3449-3456 (2024) - [c5]Muhammad F. Emzir, Lahouari Cheded:
A Projection Filter Algorithm for Stochastic Systems with Correlated Noise and State-Dependent Measurement Covariance. ACC 2024: 1909-1914 - 2023
- [j6]Muhammad F. Emzir, Zheng Zhao, Simo Särkkä:
Multidimensional projection filters via automatic differentiation and sparse-grid integration. Signal Process. 204: 108832 (2023) - 2022
- [j5]Muhammad F. Emzir, Matthew J. Woolley, Ian R. Petersen:
Stability analysis of quantum systems: A Lyapunov criterion and an invariance principle. Autom. 146: 110660 (2022) - [c4]Muhammad F. Emzir, Niki A. Loppi, Zheng Zhao, Syeda Sakira Hassan, Simo Särkkä:
Fast optimize-and-sample method for differentiable Galerkin approximations of multi-layered Gaussian process priors. FUSION 2022: 1-7 - 2021
- [j4]Zheng Zhao, Muhammad F. Emzir, Simo Särkkä:
Deep state-space Gaussian processes. Stat. Comput. 31(6): 75 (2021) - 2020
- [i2]Jarkko Suuronen, Muhammad F. Emzir, Sari Lasanen, Simo Särkkä, Lassi Roininen:
Enhancing Industrial X-ray Tomography by Data-Centric Statistical Methods. CoRR abs/2003.03814 (2020) - [i1]Zheng Zhao, Muhammad F. Emzir, Simo Särkkä:
Deep State-Space Gaussian Processes. CoRR abs/2008.04733 (2020)
2010 – 2019
- 2019
- [j3]Qi Yu, Daoyi Dong, Ian R. Petersen, Muhammad F. Emzir, Qing Gao:
Filtering for a Class of Quantum Systems With Classical Stochastic Disturbances. IEEE Trans. Control. Syst. Technol. 27(6): 2774-2780 (2019) - [c3]Muhammad F. Emzir, Ian R. Petersen, Matthew J. Woolley:
Convergence to Pure Steady States of Linear Quantum Systems. ECC 2019: 2868-2872 - [c2]Muhammad F. Emzir, Sari Lasanen, Zenith Purisha, Simo Särkkä:
Hilbert-Space Reduced-Rank Methods For Deep Gaussian Processes. MLSP 2019: 1-6 - 2018
- [j2]Muhammad F. Emzir, Matthew J. Woolley, Ian R. Petersen:
On physical realizability of nonlinear quantum stochastic differential equations. Autom. 95: 254-265 (2018) - 2017
- [c1]Muhammad F. Emzir, Ian R. Petersen, Matthew J. Woolley:
Lyapunov stability analysis for invariant states of quantum systems. CDC 2017: 5505-5510 - 2012
- [j1]Magdi Sadek Mahmoud, Muhammad F. Emzir:
State estimation with asynchronous multi-rate multi-smart sensors. Inf. Sci. 196: 15-27 (2012)
Coauthor Index
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