Muhammad F. Emzir

According to our database, Muhammad F. Emzir authored at least 14 papers between 2012 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Gaussian-Based Parametric Bijections for Automatic Projection Filters.

Muhammad F. Emzir, Zheng Zhao, Lahouari Cheded, Simo Särkkä

IEEE Trans. Autom. Control., May, 2024

Efficient projection filter algorithm for stochastic dynamical systems with correlated noises and state-dependent measurement covariance.

Muhammad F. Emzir

Signal Process., 2024

A Projection Filter Algorithm for Stochastic Systems with Correlated Noise and State-Dependent Measurement Covariance.

Muhammad F. Emzir, Lahouari Cheded

Proceedings of the American Control Conference, 2024

2023

Multidimensional projection filters via automatic differentiation and sparse-grid integration.

Muhammad F. Emzir, Zheng Zhao, Simo Särkkä

Signal Process., 2023

2022

Stability analysis of quantum systems: A Lyapunov criterion and an invariance principle.

Muhammad F. Emzir, Matthew J. Woolley, Ian R. Petersen

Autom., 2022

Fast optimize-and-sample method for differentiable Galerkin approximations of multi-layered Gaussian process priors.

Muhammad F. Emzir, Niki A. Loppi, Zheng Zhao, Syeda Sakira Hassan, Simo Särkkä

Proceedings of the 25th International Conference on Information Fusion, 2022

2021

Deep state-space Gaussian processes.

Zheng Zhao, Muhammad F. Emzir, Simo Särkkä

Stat. Comput., 2021

2020

Enhancing Industrial X-ray Tomography by Data-Centric Statistical Methods.

Jarkko Suuronen, Muhammad F. Emzir, Sari Lasanen, Simo Särkkä, Lassi Roininen

CoRR, 2020

2019

Filtering for a Class of Quantum Systems With Classical Stochastic Disturbances.

Qi Yu, Daoyi Dong, Ian R. Petersen, Muhammad F. Emzir, Qing Gao

IEEE Trans. Control. Syst. Technol., 2019

Hilbert-Space Reduced-Rank Methods For Deep Gaussian Processes.

Muhammad F. Emzir, Sari Lasanen, Zenith Purisha, Simo Särkkä

Proceedings of the 29th IEEE International Workshop on Machine Learning for Signal Processing, 2019

Convergence to Pure Steady States of Linear Quantum Systems.

Muhammad F. Emzir, Ian R. Petersen, Matthew J. Woolley

Proceedings of the 17th European Control Conference, 2019

2018

On physical realizability of nonlinear quantum stochastic differential equations.

Muhammad F. Emzir, Matthew J. Woolley, Ian R. Petersen

Autom., 2018

2017

Lyapunov stability analysis for invariant states of quantum systems.

Muhammad F. Emzir, Ian R. Petersen, Matthew J. Woolley

Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

2012

State estimation with asynchronous multi-rate multi-smart sensors.

Magdi Sadek Mahmoud, Muhammad F. Emzir

Inf. Sci., 2012