Muhammad F. Emzir

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 13

Top Topics

Gaussian Process

Top Venues

Signal Process.

Publications

Muhammad F. Emzir, Zheng Zhao, Lahouari Cheded, Simo Särkkä
Gaussian-Based Parametric Bijections for Automatic Projection Filters. IEEE Trans. Autom. Control. 69 (5) (2024)
Muhammad F. Emzir
Efficient projection filter algorithm for stochastic dynamical systems with correlated noises and state-dependent measurement covariance. Signal Process. 218 (2024)
Muhammad F. Emzir, Zheng Zhao, Simo Särkkä
Multidimensional projection filters via automatic differentiation and sparse-grid integration. Signal Process. 204 (2023)
Muhammad F. Emzir, Matthew J. Woolley, Ian R. Petersen
Stability analysis of quantum systems: A Lyapunov criterion and an invariance principle. Autom. 146 (2022)
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)
Zheng Zhao, Muhammad F. Emzir, Simo Särkkä
Deep state-space Gaussian processes. Stat. Comput. 31 (6) (2021)
Zheng Zhao, Muhammad F. Emzir, Simo Särkkä
Deep State-Space Gaussian Processes. CoRR (2020)
Jarkko Suuronen, Muhammad F. Emzir, Sari Lasanen, Simo Särkkä, Lassi Roininen
Enhancing Industrial X-ray Tomography by Data-Centric Statistical Methods. CoRR (2020)
Muhammad F. Emzir, Ian R. Petersen, Matthew J. Woolley
Convergence to Pure Steady States of Linear Quantum Systems. ECC (2019)
Muhammad F. Emzir, Sari Lasanen, Zenith Purisha, Simo Särkkä
Hilbert-Space Reduced-Rank Methods For Deep Gaussian Processes. MLSP (2019)
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) (2019)
Muhammad F. Emzir, Matthew J. Woolley, Ian R. Petersen
On physical realizability of nonlinear quantum stochastic differential equations. Autom. 95 (2018)
Muhammad F. Emzir, Ian R. Petersen, Matthew J. Woolley
Lyapunov stability analysis for invariant states of quantum systems. CDC (2017)
Magdi Sadek Mahmoud, Muhammad F. Emzir
State estimation with asynchronous multi-rate multi-smart sensors. Inf. Sci. 196 (2012)