Simple delay-based implementation of continuous-time controllers

Sojoudi , Murray , Lavaei
Proceedings of the 2010 American Contrl Conference 5781 -5788

2010
Fault-tolerant controller design with applications in power systems and synthetic biology

Sojoudi , Murray , Lavaei
american control conference 4135 -4142

2011
Structurally Constrained Controllers: Analysis and Synthesis

Javad Lavaei , Somayeh Sojoudi , Amir G. Aghdam

3
2011
Equivalence of graphical lasso and thresholding for sparse graphs

Somayeh Sojoudi
Journal of Machine Learning Research 17 ( 1) 3943 -3963

29
2016
Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion

Somayeh Sojoudi , Richard Y. Zhang , Salar Fattahi
arXiv: Machine Learning

36
2018
Sample Complexity of Sparse System Identification Problem

Somayeh Sojoudi , Salar Fattahi
arXiv: Systems and Control

5
2018
A Fog Robotic System for Dynamic Visual Servoing

Nan Tian , Ajay Kummar Tanwani , Jinfa Chen , Mas Ma
arXiv: Robotics

40
2018
A theory on the absence of spurious solutions for nonconvex and nonsmooth optimization

Javad Lavaei , Cédric Josz , Somayeh Sojoudi , Richard Y. Zhang
neural information processing systems 31 2441 -2449

17
2018
48
2019
Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions

Somayeh Sojoudi , Salar Fattahi
Journal of Machine Learning Research 20 ( 10) 1 -44

4
2019
Efficient Learning of Distributed Linear-Quadratic Controllers.

Nikolai Matni , Somayeh Sojoudi , Salar Fattahi
arXiv: Optimization and Control

10
2019
Octave Graph Convolutional Network

Somayeh Sojoudi , Junzhou Huang , Wenwu Zhu , Yu Rong

2019
Spectral Graph Attention Network

Somayeh Sojoudi , Junzhou Huang , Wenbing Huang , Yu Rong
arXiv: Learning

5
2020
Tightened Convex Relaxations for Neural Network Robustness Certification

Somayeh Sojoudi , Brendon G. Anderson , Jingqi Li , Ziye Ma
arXiv: Learning

28
2020
Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis

Somayeh Sojoudi , Salar Fattahi
Journal of Machine Learning Research 21 ( 59) 1 -51

13
2020
Graph Neural Networks for Distributed Linear-Quadratic Control.

Somayeh Sojoudi , Fernando Gama
arxiv:eess.SY

11
2020
Implicit Graph Neural Networks

Somayeh Sojoudi , Laurent El Ghaoui , Fangda Gu , Heng Chang
neural information processing systems 33 11984 -11995

77
2020
Improving Fairness and Privacy in Selection Problems.

Somayeh Sojoudi , Mohammad Mahdi Khalili , Xueru Zhang , Mahed Abroshan
arXiv: Learning

2020
Convex model to evaluate worst-case performance of local search in the Optimal Power Flow problem

Somayeh Sojoudi , Elizabeth Glista
conference on decision and control 1691 -1697

2020