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Hesameddin Mohammadi
Hesameddin Mohammadi
PhD Student of Electrical Engineering
Verified email at usc.edu - Homepage
Title
Cited by
Cited by
Year
Convergence and sample complexity of gradient methods for the model-free linear–quadratic regulator problem
H Mohammadi, A Zare, M Soltanolkotabi, MR Jovanović
IEEE Transactions on Automatic Control 67 (5), 2435-2450, 2021
1152021
Global exponential convergence of gradient methods over the nonconvex landscape of the linear quadratic regulator
H Mohammadi, A Zare, M Soltanolkotabi, MR Jovanovic
622019
On the linear convergence of random search for discrete-time LQR
H Mohammadi, M Soltanolkotabi, MR Jovanović
IEEE Control Systems Letters 5 (3), 989-994, 2020
512020
Proximal algorithms for large-scale statistical modeling and sensor/actuator selection
A Zare, H Mohammadi, NK Dhingra, TT Georgiou, MR Jovanović
IEEE Transactions on Automatic Control 65 (8), 3441-3456, 2019
49*2019
Robustness of accelerated first-order algorithms for strongly convex optimization problems
H Mohammadi, M Razaviyayn, MR Jovanović
IEEE Transactions on Automatic Control 66 (6), 2480-2495, 2020
372020
Estimating the region of attraction using polynomial optimization: A converse Lyapunov result
M Jones, H Mohammadi, MM Peet
2017 IEEE 56th annual conference on decision and control (CDC), 1796-1802, 2017
232017
Random search for learning the linear quadratic regulator
H Mohammadi, M Soltanolkotabi, MR Jovanovic
2020 American Control Conference (ACC), 4798-4803, 2020
142020
Variance amplification of accelerated first-order algorithms for strongly convex quadratic optimization problems
H Mohammadi, M Razaviyayn, MR Jovanović
2018 IEEE Conference on Decision and Control (CDC), 5753-5758, 2018
132018
Learning the model-free linear quadratic regulator via random search
H Mohammadi, MR Jovanovic, M Soltanolkotabi
Learning for Dynamics and Control, 531-539, 2020
112020
Transient growth of accelerated optimization algorithms
H Mohammadi, S Samuelson, MR Jovanović
IEEE Transactions on Automatic Control 68 (3), 1823-1830, 2022
102022
Performance of noisy Nesterov's accelerated method for strongly convex optimization problems
H Mohammadi, M Razaviyayn, MR Jovanović
2019 American Control Conference (ACC), 3426-3431, 2019
102019
On the lack of gradient domination for linear quadratic gaussian problems with incomplete state information
H Mohammadi, M Soltanolkotabi, MR Jovanović
2021 60th IEEE Conference on Decision and Control (CDC), 1120-1124, 2021
92021
Computing stabilizing feedback gains via a model-free policy gradient method
IK Ozaslan, H Mohammadi, MR Jovanović
IEEE Control Systems Letters 7, 407-412, 2022
72022
On the stability of gradient flow dynamics for a rank-one matrix approximation problem
H Mohammadi, M Razaviyayn, MR Jovanović
2018 Annual American Control Conference (ACC), 4533-4538, 2018
52018
Tradeoffs between convergence rate and noise amplification for momentum-based accelerated optimization algorithms
H Mohammadi, M Razaviyayn, MR Jovanović
arXiv preprint arXiv:2209.11920, 2022
32022
Transient growth of accelerated first-order methods for strongly convex optimization problems
H Mohammadi, S Samuelson, MR Jovanovic
arXiv preprint arXiv:2103.08017, 2021
32021
Transient growth of accelerated first-order methods
S Samuelson, H Mohammadi, MR Jovanović
2020 American Control Conference (ACC), 2858-2863, 2020
32020
On the noise amplification of primal-dual gradient flow dynamics based on proximal augmented Lagrangian
H Mohammadi, MR Jovanović
2022 American Control Conference (ACC), 926-931, 2022
12022
On the transient growth of Nesterov’s accelerated method for strongly convex optimization problems
S Samuelson, H Mohammadi, MR Jovanović
2020 59th IEEE Conference on Decision and Control (CDC), 5911-5916, 2020
12020
Combining SOS with Branch and Bound to Isolate Global Solutions of Polynomial Optimization Problems
B Colbert, H Mohammadi, MM Peet
2018 Annual American Control Conference (ACC), 2190-2197, 2018
12018
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Articles 1–20