default search action
Google
Google Scholar
Semantic Scholar
Internet Archive Scholar
CiteSeerX
ORCIDSomayeh Sojoudi
Person information
Refine list
refinements active!
zoomed in on ?? of ?? records
view refined list in
export refined list as
showing all ?? records
2020 – today
- 2025
[i57]Eli Brock, Haixiang Zhang, Javad Lavaei, Somayeh Sojoudi:
Distributionally Robust Joint Chance-Constrained Optimal Power Flow using Relative Entropy. CoRR abs/2501.03543 (2025)- 2024
- [j31]Haixiang Zhang, Baturalp Yalcin, Javad Lavaei
, Somayeh Sojoudi:
A new complexity metric for nonconvex rank-one generalized matrix completion. Math. Program. 207(1): 227-268 (2024) - [j30]Jingqi Li, Somayeh Sojoudi, Claire J. Tomlin, David Fridovich-Keil:
The Computation of Approximate Feedback Stackelberg Equilibria in Multiplayer Nonlinear Constrained Dynamic Games. SIAM J. Optim. 34(4): 3723-3749 (2024) - [c83]Ziye Ma, Ying Chen, Javad Lavaei, Somayeh Sojoudi:
Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses. AISTATS 2024: 1603-1611 - [c82]Brendon G. Anderson, Samuel Pfrommer, Somayeh Sojoudi:
Approximately Gaussian Replicator Flows: Nonconvex Optimization as a Nash-Convergent Evolutionary Game. CDC 2024: 6230-6237 - [c81]Samuel Pfrommer, Yatong Bai, Tanmay Gautam, Somayeh Sojoudi:
Ranking Manipulation for Conversational Search Engines. EMNLP 2024: 9523-9552 - [c80]Hyunin Lee, Ming Jin, Javad Lavaei, Somayeh Sojoudi:
Pausing Policy Learning in Non-stationary Reinforcement Learning. ICML 2024 - [c79]Samuel Pfrommer, Brendon G. Anderson, Somayeh Sojoudi:
Transport of Algebraic Structure to Latent Embeddings. ICML 2024 - [c78]Tanmay Gautam, Reid Pryzant, Ziyi Yang, Chenguang Zhu, Somayeh Sojoudi:
Soft convex quantization: revisiting Vector Quantization with convex optimization. L4DC 2024: 273-285 - [c77]Yatong Bai, Brendon G. Anderson, Somayeh Sojoudi:
Mixing classifiers to alleviate the accuracy-robustness trade-off. L4DC 2024: 852-865 - [i56]Yatong Bai, Utsav Garg, Apaar Shanker, Haoming Zhang, Samyak Parajuli, Erhan Bas, Isidora Filipovic, Amelia N. Chu, Eugenia D. Fomitcheva, Elliot Branson, Aerin Kim, Somayeh Sojoudi, Kyunghyun Cho:
Let's Go Shopping (LGS) - Web-Scale Image-Text Dataset for Visual Concept Understanding. CoRR abs/2401.04575 (2024) - [i55]Jingqi Li, Somayeh Sojoudi, Claire J. Tomlin, David Fridovich-Keil:
The computation of approximate feedback Stackelberg equilibria in multi-player nonlinear constrained dynamic games. CoRR abs/2401.15745 (2024) - [i54]Yatong Bai, Mo Zhou, Vishal M. Patel, Somayeh Sojoudi:
MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers. CoRR abs/2402.02263 (2024) - [i53]Jingqi Li, Anand Siththaranjan, Somayeh Sojoudi, Claire J. Tomlin, Andrea Bajcsy:
Intent Demonstration in General-Sum Dynamic Games via Iterative Linear-Quadratic Approximations. CoRR abs/2402.10182 (2024) - [i52]Ziye Ma, Ying Chen, Javad Lavaei, Somayeh Sojoudi:
Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses. CoRR abs/2403.06056 (2024) - [i51]Hyunin Lee, Ming Jin, Javad Lavaei, Somayeh Sojoudi:
Pausing Policy Learning in Non-stationary Reinforcement Learning. CoRR abs/2405.16053 (2024) - [i50]Samuel Pfrommer, Brendon G. Anderson, Somayeh Sojoudi:
Transport of Algebraic Structure to Latent Embeddings. CoRR abs/2405.16763 (2024) - [i49]Samuel Pfrommer, Yatong Bai, Tanmay Gautam, Somayeh Sojoudi:
Ranking Manipulation for Conversational Search Engines. CoRR abs/2406.03589 (2024) - [i48]Hyunin Lee, David Abel, Ming Jin, Javad Lavaei, Somayeh Sojoudi:
A Black Swan Hypothesis in Markov Decision Process via Irrationality. CoRR abs/2407.18422 (2024) - [i47]Jingqi Li, Donggun Lee, Jaewon Lee, Kris Shengjun Dong, Somayeh Sojoudi, Claire J. Tomlin:
Certifiable Deep Learning for Reachability Using a New Lipschitz Continuous Value Function. CoRR abs/2408.07866 (2024) - 2023
- [j29]Ziye Ma, Yingjie Bi, Javad Lavaei, Somayeh Sojoudi:
Geometric Analysis of Noisy Low-Rank Matrix Recovery in the Exact Parametrized and the Overparametrized Regimes. INFORMS J. Optim. 5(4): 356-375 (2023) - [j28]Yatong Bai, Tanmay Gautam, Somayeh Sojoudi:
Efficient Global Optimization of Two-Layer ReLU Networks: Quadratic-Time Algorithms and Adversarial Training. SIAM J. Math. Data Sci. 5(2): 446-474 (2023) - [j27]Salar Fattahi, Cédric Josz, Yuhao Ding, Reza Mohammadi-Ghazi, Javad Lavaei, Somayeh Sojoudi:
On the Absence of Spurious Local Trajectories in Time-Varying Nonconvex Optimization. IEEE Trans. Autom. Control. 68(1): 80-95 (2023) - [j26]Brendon G. Anderson, Somayeh Sojoudi:
Data-Driven Certification of Neural Networks With Random Input Noise. IEEE Trans. Control. Netw. Syst. 10(1): 249-260 (2023) - [j25]Samuel Pfrommer, Brendon G. Anderson, Somayeh Sojoudi:
Projected Randomized Smoothing for Certified Adversarial Robustness. Trans. Mach. Learn. Res. 2023 (2023) - [c76]Baturalp Yalçin, Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing. AAAI 2023: 10702-10710 - [c75]Ziye Ma, Somayeh Sojoudi:
Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate. AISTATS 2023: 3125-3150 - [c74]Jingqi Li, Chih-Yuan Chiu, Lasse Peters, Somayeh Sojoudi, Claire J. Tomlin, David Fridovich-Keil:
Cost Inference for Feedback Dynamic Games from Noisy Partial State Observations and Incomplete Trajectories. AAMAS 2023: 1062-1070 - [c73]Tanmay Gautam, Samuel Pfrommer, Somayeh Sojoudi:
Meta-Learning Parameterized First-Order Optimizers Using Differentiable Convex Optimization. CDC 2023: 2284-2291 - [c72]Samuel Pfrommer, Yatong Bai, Hyunin Lee, Somayeh Sojoudi:
Initial State Interventions for Deconfounded Imitation Learning. CDC 2023: 2312-2319 - [c71]Eli Brock, Haixiang Zhang, Julie Mulvaney-Kemp, Javad Lavaei, Somayeh Sojoudi:
Distributionally Robust Optimization for Nonconvex QCQPs with Stochastic Constraints. CDC 2023: 4320-4326 - [c70]Elizabeth Glista, Somayeh Sojoudi:
Leveraging the Physics of AC Power Flow in Support Vector Regression to Identify Power System Topology. CDC 2023: 4606-4613 - [c69]Brendon G. Anderson, Samuel Pfrommer, Somayeh Sojoudi:
Tight Certified Robustness via Min-Max Representations of ReLU Neural Networks. CDC 2023: 6348-6355 - [c68]Jingqi Li, Chih-Yuan Chiu, Lasse Peters, Fernando Palafox, Mustafa O. Karabag, Javier Alonso-Mora, Somayeh Sojoudi, Claire J. Tomlin, David Fridovich-Keil:
Scenario-Game ADMM: A Parallelized Scenario-Based Solver for Stochastic Noncooperative Games. CDC 2023: 8093-8099 - [c67]Sangwoo Park, Fernando Gama, Javad Lavaei, Somayeh Sojoudi:
Distributed Power System State Estimation Using Graph Convolutional Neural Networks. HICSS 2023: 2756-2765 - [c66]Ziye Ma, Igor Molybog, Javad Lavaei, Somayeh Sojoudi:
Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points. ICML 2023: 23373-23387 - [c65]Hyunin Lee, Yuhao Ding, Jongmin Lee, Ming Jin, Javad Lavaei, Somayeh Sojoudi:
Tempo Adaptation in Non-stationary Reinforcement Learning. NeurIPS 2023 - [c64]Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing. NeurIPS 2023 - [c63]Samuel Pfrommer, Brendon G. Anderson, Julien Piet, Somayeh Sojoudi:
Asymmetric Certified Robustness via Feature-Convex Neural Networks. NeurIPS 2023 - [i46]Jingqi Li, Chih-Yuan Chiu, Lasse Peters, Somayeh Sojoudi, Claire J. Tomlin, David Fridovich-Keil:
Cost Inference for Feedback Dynamic Games from Noisy Partial State Observations and Incomplete Trajectories. CoRR abs/2301.01398 (2023) - [i45]Yatong Bai, Brendon G. Anderson, Aerin Kim, Somayeh Sojoudi:
Improving the Accuracy-Robustness Trade-off of Classifiers via Adaptive Smoothing. CoRR abs/2301.12554 (2023) - [i44]Samuel Pfrommer, Brendon G. Anderson, Julien Piet, Somayeh Sojoudi:
Asymmetric Certified Robustness via Feature-Convex Neural Networks. CoRR abs/2302.01961 (2023) - [i43]Ziye Ma, Igor Molybog, Javad Lavaei, Somayeh Sojoudi:
Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points. CoRR abs/2302.07828 (2023) - [i42]Tanmay Gautam, Samuel Pfrommer, Somayeh Sojoudi:
Meta-Learning Parameterized First-Order Optimizers using Differentiable Convex Optimization. CoRR abs/2303.16952 (2023) - [i41]Jingqi Li, Chih-Yuan Chiu, Lasse Peters, Fernando Palafox, Mustafa O. Karabag, Javier Alonso-Mora, Somayeh Sojoudi, Claire J. Tomlin, David Fridovich-Keil:
Scenario-Game ADMM: A Parallelized Scenario-Based Solver for Stochastic Noncooperative Games. CoRR abs/2304.01945 (2023) - [i40]Samuel Pfrommer, Yatong Bai, Hyunin Lee, Somayeh Sojoudi:
Initial State Interventions for Deconfounded Imitation Learning. CoRR abs/2307.15980 (2023) - [i39]Yatong Bai, Trung Dang, Dung N. Tran, Kazuhito Koishida, Somayeh Sojoudi:
Accelerating Diffusion-Based Text-to-Audio Generation with Consistency Distillation. CoRR abs/2309.10740 (2023) - [i38]Samuel Pfrommer, Brendon G. Anderson, Somayeh Sojoudi:
Projected Randomized Smoothing for Certified Adversarial Robustness. CoRR abs/2309.13794 (2023) - [i37]Hyunin Lee, Yuhao Ding, Jongmin Lee, Ming Jin, Javad Lavaei, Somayeh Sojoudi:
Tempo Adaption in Non-stationary Reinforcement Learning. CoRR abs/2309.14989 (2023) - [i36]Tanmay Gautam, Reid Pryzant, Ziyi Yang, Chenguang Zhu, Somayeh Sojoudi:
Soft Convex Quantization: Revisiting Vector Quantization with Convex Optimization. CoRR abs/2310.03004 (2023) - [i35]Brendon G. Anderson, Samuel Pfrommer, Somayeh Sojoudi:
Tight Certified Robustness via Min-Max Representations of ReLU Neural Networks. CoRR abs/2310.04916 (2023) - [i34]Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing. CoRR abs/2310.15549 (2023) - [i33]Yatong Bai, Brendon G. Anderson, Somayeh Sojoudi:
Mixing Classifiers to Alleviate the Accuracy-Robustness Trade-Off. CoRR abs/2311.15165 (2023) - [i32]Brendon G. Anderson, Somayeh Sojoudi, Murat Arcak:
Evolutionary Games on Infinite Strategy Sets: Convergence to Nash Equilibria via Dissipativity. CoRR abs/2312.08286 (2023) - 2022
- [j24]Sangwoo Park, Elizabeth Glista, Javad Lavaei, Somayeh Sojoudi:
An Efficient Homotopy Method for Solving the Post-Contingency Optimal Power Flow to Global Optimality. IEEE Access 10: 124960-124978 (2022) - [j23]Igor Molybog, Somayeh Sojoudi, Javad Lavaei:
Role of sparsity and structure in the optimization landscape of non-convex matrix sensing. Math. Program. 193(1): 75-111 (2022) - [j22]Christian Grussler, Thiago B. Burghi, Somayeh Sojoudi:
Internally Hankel $k$-Positive Systems. SIAM J. Control. Optim. 60(4): 2373-2392 (2022) - [j21]Fernando Gama, Somayeh Sojoudi:
Distributed linear-quadratic control with graph neural networks. Signal Process. 196: 108506 (2022) - [c62]Ziye Ma, Yingjie Bi, Javad Lavaei, Somayeh Sojoudi:
Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements. AAAI 2022: 7672-7681 - [c61]Baturalp Yalcin, Haixiang Zhang, Javad Lavaei, Somayeh Sojoudi:
Factorization Approach for Low-complexity Matrix Completion Problems: Exponential Number of Spurious Solutions and Failure of Gradient Methods. AISTATS 2022: 319-341 - [c60]Yatong Bai, Tanmay Gautam, Yu Gai, Somayeh Sojoudi:
Practical Convex Formulations of One-hidden-layer Neural Network Adversarial Training. ACC 2022: 1535-1542 - [c59]Dimitris Papadimitriou, Somayeh Sojoudi:
Control and Uncertainty Propagation in the Presence of Outliers by Utilizing Student-t Process Regression. ACC 2022: 2748-2754 - [c58]Samuel Pfrommer, Somayeh Sojoudi:
LQR Control with Sparse Adversarial Disturbances. CDC 2022: 2346-2353 - [c57]Tanmay Gautam, Brendon G. Anderson, Somayeh Sojoudi, Laurent El Ghaoui:
A Sequential Greedy Approach for Training Implicit Deep Models. CDC 2022: 2751-2758 - [c56]Fengjun Yang, Fernando Gama, Somayeh Sojoudi, Nikolai Matni:
Distributed Optimal Control of Graph Symmetric Systems via Graph Filters. CDC 2022: 5245-5252 - [c55]Brendon G. Anderson, Somayeh Sojoudi:
Certified Robustness via Locally Biased Randomized Smoothing. L4DC 2022: 207-220 - [c54]Samuel Pfrommer, Tanmay Gautam, Alec Zhou, Somayeh Sojoudi:
Safe Reinforcement Learning with Chance-constrained Model Predictive Control. L4DC 2022: 291-303 - [i31]Yatong Bai, Tanmay Gautam, Somayeh Sojoudi:
Efficient Global Optimization of Two-layer ReLU Networks: Quadratic-time Algorithms and Adversarial Training. CoRR abs/2201.01965 (2022) - [i30]Ziye Ma, Somayeh Sojoudi:
Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate. CoRR abs/2203.03899 (2022) - [i29]Jingqi Li, Donggun Lee, Somayeh Sojoudi, Claire J. Tomlin:
Infinite-Horizon Reach-Avoid Zero-Sum Games via Deep Reinforcement Learning. CoRR abs/2203.10142 (2022) - [i28]Brendon G. Anderson, Tanmay Gautam, Somayeh Sojoudi:
An Overview and Prospective Outlook on Robust Training and Certification of Machine Learning Models. CoRR abs/2208.07464 (2022) - [i27]Baturalp Yalcin, Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing. CoRR abs/2208.07469 (2022) - [i26]Samuel Pfrommer, Somayeh Sojoudi:
LQR Control with Sparse Adversarial Disturbances. CoRR abs/2209.10629 (2022) - [i25]Fengjun Yang, Fernando Gama, Somayeh Sojoudi, Nikolai Matni:
Distributed Optimal Control of Graph Symmetric Systems via Graph Filters. CoRR abs/2210.15847 (2022) - 2021
- [j20]Salar Fattahi, Somayeh Sojoudi:
Sample Complexity of Block-Sparse System Identification Problem. IEEE Trans. Control. Netw. Syst. 8(4): 1905-1917 (2021) - [j19]Ming Jin, Javad Lavaei, Somayeh Sojoudi, Ross Baldick:
Boundary Defense Against Cyber Threat for Power System State Estimation. IEEE Trans. Inf. Forensics Secur. 16: 1752-1767 (2021) - [c53]Ming Jin, Heng Chang, Wenwu Zhu, Somayeh Sojoudi:
Power up! Robust Graph Convolutional Network via Graph Powering. AAAI 2021: 8004-8012 - [c52]Mohammad Mahdi Khalili, Xueru Zhang, Mahed Abroshan, Somayeh Sojoudi:
Improving Fairness and Privacy in Selection Problems. AAAI 2021: 8092-8100 - [c51]Igor Molybog, Somayeh Sojoudi, Javad Lavaei:
No Spurious Solutions in Non-convex Matrix Sensing: Structure Compensates for Isometry. ACC 2021: 2587-2594 - [c50]Jingqi Li, David Fridovich-Keil, Somayeh Sojoudi, Claire J. Tomlin:
Augmented Lagrangian Method for Instantaneously Constrained Reinforcement Learning Problems. CDC 2021: 2982-2989 - [c49]Heng Chang, Yu Rong, Tingyang Xu, Wenbing Huang, Somayeh Sojoudi, Junzhou Huang, Wenwu Zhu:
Spectral Graph Attention Network with Fast Eigen-approximation. CIKM 2021: 2905-2909 - [c48]Ziye Ma, Somayeh Sojoudi:
A Sequential Framework Towards an Exact SDP Verification of Neural Networks. DSAA 2021: 1-8 - [c47]Fernando Gama, Somayeh Sojoudi:
Graph Neural Networks for Distributed Linear-Quadratic Control. L4DC 2021: 111-124 - [i24]Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi:
Partition-Based Convex Relaxations for Certifying the Robustness of ReLU Neural Networks. CoRR abs/2101.09306 (2021) - [i23]Fernando Gama, Somayeh Sojoudi:
Distributed Linear-Quadratic Control with Graph Neural Networks. CoRR abs/2103.08417 (2021) - [i22]Ziye Ma, Yingjie Bi, Javad Lavaei, Somayeh Sojoudi:
Sharp Restricted Isometry Property Bounds for Low-rank Matrix Recovery Problems with Corrupted Measurements. CoRR abs/2105.08232 (2021) - [i21]Yatong Bai, Tanmay Gautam, Yu Gai, Somayeh Sojoudi:
Practical Convex Formulation of Robust One-hidden-layer Neural Network Training. CoRR abs/2105.12237 (2021) - [i20]Fernando Gama, Brendon G. Anderson, Somayeh Sojoudi:
Node-Variant Graph Filters in Graph Neural Networks. CoRR abs/2106.00089 (2021) - [i19]Baturalp Yalcin, Haixiang Zhang, Javad Lavaei, Somayeh Sojoudi:
Factorization Approach for Low-complexity Matrix Completion Problems: Exponential Number of Spurious Solutions and Failure of Gradient Methods. CoRR abs/2110.10279 (2021) - [i18]Samuel Pfrommer, Tanmay Gautam, Alec Zhou, Somayeh Sojoudi:
Safe Reinforcement Learning with Chance-constrained Model Predictive Control. CoRR abs/2112.13941 (2021) - 2020
- [j18]Fariba Zohrizadeh, Cédric Josz, Ming Jin, Ramtin Madani, Javad Lavaei, Somayeh Sojoudi:
A survey on conic relaxations of optimal power flow problem. Eur. J. Oper. Res. 287(2): 391-409 (2020) - [j17]Salar Fattahi, Somayeh Sojoudi:
Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis. J. Mach. Learn. Res. 21: 59:1-59:51 (2020) - [j16]Salar Fattahi, Nikolai Matni, Somayeh Sojoudi:
Efficient Learning of Distributed Linear-Quadratic Control Policies. SIAM J. Control. Optim. 58(5): 2927-2951 (2020) - [c46]SangWoo Park, Elizabeth Glista, Javad Lavaei, Somayeh Sojoudi:
Homotopy Method for Finding the Global Solution of Post-contingency Optimal Power Flow. ACC 2020: 1830-1837 - [c45]Sangwoo Park, Elizabeth Glista, Javad Lavaei, Somayeh Sojoudi:
Homotopy Method for Finding the Global Solution of Post-contingency Optimal Power Flow. ACC 2020: 3126-3133 - [c44]Salar Fattahi, Cédric Josz, Reza Mohammadi-Ghazi, Javad Lavaei, Somayeh Sojoudi:
Absence of Spurious Local Trajectories in Time-Varying Optimization: A Control-Theoretic Perspective. CCTA 2020: 140-147 - [c43]Elizabeth Glista, Somayeh Sojoudi:
Convex model to evaluate worst-case performance of local search in the Optimal Power Flow problem. CDC 2020: 1691-1697 - [c42]Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi:
Tightened Convex Relaxations for Neural Network Robustness Certification. CDC 2020: 2190-2197 - [c41]Fangda Gu, Heng Chang, Wenwu Zhu, Somayeh Sojoudi, Laurent El Ghaoui:
Implicit Graph Neural Networks. NeurIPS 2020 - [i17]Heng Chang, Yu Rong, Tingyang Xu, Wenbing Huang, Somayeh Sojoudi, Junzhou Huang, Wenwu Zhu:
Spectral Graph Attention Network. CoRR abs/2003.07450 (2020) - [i16]Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi:
Tightened Convex Relaxations for Neural Network Robustness Certification. CoRR abs/2004.00570 (2020) - [i15]Fangda Gu, Heng Chang, Wenwu Zhu, Somayeh Sojoudi, Laurent El Ghaoui:
Implicit Graph Neural Networks. CoRR abs/2009.06211 (2020) - [i14]Brendon G. Anderson, Somayeh Sojoudi:
Data-Driven Assessment of Deep Neural Networks with Random Input Uncertainty. CoRR abs/2010.01171 (2020) - [i13]Ziye Ma, Somayeh Sojoudi:
Strengthened SDP Verification of Neural Network Robustness via Non-Convex Cuts. CoRR abs/2010.08603 (2020) - [i12]Fernando Gama, Somayeh Sojoudi:
Graph Neural Networks for Distributed Linear-Quadratic Control. CoRR abs/2011.05360 (2020) - [i11]Mohammad Mahdi Khalili, Xueru Zhang, Mahed Abroshan, Somayeh Sojoudi:
Improving Fairness and Privacy in Selection Problems. CoRR abs/2012.03812 (2020)
2010 – 2019
- 2019
- [j15]Salar Fattahi, Richard Y. Zhang, Somayeh Sojoudi:
Linear-Time Algorithm for Learning Large-Scale Sparse Graphical Models. IEEE Access 7: 12658-12672 (2019) - [j14]Richard Y. Zhang, Cédric Josz, Somayeh Sojoudi:
Conic optimization for control, energy systems, and machine learning: Applications and algorithms. Annu. Rev. Control. 47: 323-340 (2019) - [j13]Salar Fattahi, Somayeh Sojoudi:
Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions. J. Mach. Learn. Res. 20: 10:1-10:44 (2019) - [j12]Richard Y. Zhang, Somayeh Sojoudi, Javad Lavaei:
Sharp Restricted Isometry Bounds for the Inexistence of Spurious Local Minima in Nonconvex Matrix Recovery. J. Mach. Learn. Res. 20: 114:1-114:34 (2019) - [j11]Somayeh Sojoudi, Salar Fattahi, Javad Lavaei:
Convexification of generalized network flow problem. Math. Program. 173(1-2): 353-391 (2019) - [c40]Brendon G. Anderson, Somayeh Sojoudi:
Global Optimality Guarantees for Nonconvex Unsupervised Video Segmentation. Allerton 2019: 965-972 - [c39]Somayeh Sojoudi, Benjamin Recht, John C. Doyle:
Mathematical Models of Physiological Responses to Exercise. ACC 2019: 1525-1532 - [c38]Salar Fattahi, Nikolai Matni, Somayeh Sojoudi:
Learning Sparse Dynamical Systems from a Single Sample Trajectory. CDC 2019: 2682-2689 - [c37]Nan Tian, Ajay Kumar Tanwani, Jinfa Chen, Mas Ma, Robert Zhang, Bill Huang, Ken Goldberg, Somayeh Sojoudi:
A Fog Robotic System for Dynamic Visual Servoing. ICRA 2019: 1982-1988 - [c36]Cédric Josz, Daniel K. Molzahn, Matteo Tacchi, Somayeh Sojoudi:
Transient Stability Analysis of Power Systems via Occupation Measures. ISGT 2019: 1-5 - [c35]Nan Tian, Ajay Kumar Tanwani, Ken Goldberg, Somayeh Sojoudi:
Mitigating Network Latency in Cloud-Based Teleoperation Using Motion Segmentation and Synthesis. ISRR 2019: 906-921 - [i10]Richard Y. Zhang, Somayeh Sojoudi, Javad Lavaei:
Sharp Restricted Isometry Bounds for the Inexistence of Spurious Local Minima in Nonconvex Matrix Recovery. CoRR abs/1901.01631 (2019) - [i9]Salar Fattahi, Nikolai Matni, Somayeh Sojoudi:
Learning Sparse Dynamical Systems from a Single Sample Trajectory. CoRR abs/1904.09396 (2019) - [i8]Ming Jin, Heng Chang, Wenwu Zhu, Somayeh Sojoudi:
Power up! Robust Graph Convolutional Network against Evasion Attacks based on Graph Powering. CoRR abs/1905.10029 (2019) - [i7]Brendon G. Anderson, Somayeh Sojoudi:
Global Optimality Guarantees for Nonconvex Unsupervised Video Segmentation. CoRR abs/1907.04409 (2019) - [i6]Salar Fattahi, Nikolai Matni, Somayeh Sojoudi:
Efficient Learning of Distributed Linear-Quadratic Controllers. CoRR abs/1909.09895 (2019) - 2018
- [c34]Salar Fattahi, Somayeh Sojoudi:
Data-Driven Sparse System Identification. Allerton 2018: 462-469 - [c33]Salar Fattahi, Somayeh Sojoudi:
Closed-Form Solution and Sparsity Path for Inverse Covariance Estimation Problem. ACC 2018: 410-417 - [c32]Richard Y. Zhang, Cédric Josz, Somayeh Sojoudi:
Conic Optimization Theory: Convexification Techniques and Numerical Algorithms. ACC 2018: 798-815 - [c31]Nan Tian, Benjamin Kuo, Xinhe Ren, Michael Yu, Robert Zhang, Bill Huang, Ken Goldberg, Somayeh Sojoudi:
A Cloud-Based Robust Semaphore Mirroring System for Social Robots. CASE 2018: 1351-1358 - [c30]Salar Fattahi, Somayeh Sojoudi:
Non-Asymptotic Analysis of Block-Regularized Regression Problem. CDC 2018: 27-34 - [c29]Salar Fattahi, Richard Y. Zhang, Somayeh Sojoudi:
Sparse Inverse Covariance Estimation for Chordal Structures. ECC 2018: 837-844 - [c28]Richard Y. Zhang, Salar Fattahi, Somayeh Sojoudi:
Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion. ICML 2018: 5761-5770 - [c27]Cédric Josz, Yi Ouyang, Richard Y. Zhang, Javad Lavaei, Somayeh Sojoudi:
A theory on the absence of spurious solutions for nonconvex and nonsmooth optimization. NeurIPS 2018: 2446-2454 - [c26]Richard Y. Zhang, Cédric Josz, Somayeh Sojoudi, Javad Lavaei:
How Much Restricted Isometry is Needed In Nonconvex Matrix Recovery? NeurIPS 2018: 5591-5602 - [i5]Richard Y. Zhang, Salar Fattahi, Somayeh Sojoudi:
Linear-Time Algorithm for Learning Large-Scale Sparse Graphical Models. CoRR abs/1802.04911 (2018) - [i4]Salar Fattahi, Somayeh Sojoudi:
Data-Driven Sparse System Identification. CoRR abs/1803.07753 (2018) - [i3]Richard Y. Zhang, Cédric Josz, Somayeh Sojoudi, Javad Lavaei:
How Much Restricted Isometry is Needed In Nonconvex Matrix Recovery? CoRR abs/1805.10251 (2018) - [i2]Nan Tian, Jinfa Chen, Mas Ma, Robert Zhang, Bill Huang, Ken Goldberg, Somayeh Sojoudi:
A Fog Robotic System for Dynamic Visual Servoing. CoRR abs/1809.06716 (2018) - [i1]Salar Fattahi, Somayeh Sojoudi:
Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Robust Principal Component Analysis. CoRR abs/1812.11466 (2018) - 2017
- [j10]Ramtin Madani, Somayeh Sojoudi, Ghazal Fazelnia, Javad Lavaei:
Finding Low-rank Solutions of Sparse Linear Matrix Inequalities using Convex Optimization. SIAM J. Optim. 27(2): 725-758 (2017) - 2016
- [j9]Somayeh Sojoudi:
Equivalence of Graphical Lasso and Thresholding for Sparse Graphs. J. Mach. Learn. Res. 17: 115:1-115:21 (2016) - [c25]Somayeh Sojoudi:
Graphical lasso and thresholding: Conditions for equivalence. CDC 2016: 7042-7048 - 2014
- [j8]Somayeh Sojoudi, Javad Lavaei:
Exactness of Semidefinite Relaxations for Nonlinear Optimization Problems with Underlying Graph Structure. SIAM J. Optim. 24(4): 1746-1778 (2014) - [j7]Somayeh Sojoudi, Steven H. Low, John C. Doyle:
Buffering Dynamics and Stability of Internet Congestion Controllers. IEEE/ACM Trans. Netw. 22(6): 1808-1818 (2014) - [c24]Somayeh Sojoudi, John Doyle:
Study of the brain functional network using synthetic data. Allerton 2014: 350-357 - [c23]Somayeh Sojoudi:
Equivalence of graphical lasso and thresholding for sparse graphs. Allerton 2014: 1019-1025 - [c22]Somayeh Sojoudi, Ramtin Madani, Ghazal Fazelnia, Javad Lavaei:
Graph-theoretic algorithms for polynomial optimization problems. CDC 2014: 2257-2271 - [c21]Ramtin Madani, Ghazal Fazelnia, Somayeh Sojoudi, Javad Lavaei:
Low-rank solutions of matrix inequalities with applications to polynomial optimization and matrix completion problems. CDC 2014: 4328-4335 - 2013
- [c20]Ramtin Madani, Somayeh Sojoudi, Javad Lavaei:
Convex relaxation for optimal power flow problem: Mesh networks. ACSSC 2013: 1375-1382 - [c19]Somayeh Sojoudi, Javad Lavaei:
Study of nonlinear power optimization problems using algebraic graph theory. CAMSAP 2013: 424-427 - [c18]Somayeh Sojoudi, Javad Lavaei:
On the exactness of semidefinite relaxation for nonlinear optimization over graphs: Part I. CDC 2013: 1043-1050 - [c17]Somayeh Sojoudi, Javad Lavaei:
On the exactness of semidefinite relaxation for nonlinear optimization over graphs: Part II. CDC 2013: 1051-1057 - [c16]Somayeh Sojoudi, Javad Lavaei:
Convexification of Generalized Network Flow problem with application to power systems. CDC 2013: 7552-7559 - [c15]Somayeh Sojoudi, Ramtin Madani, Javad Lavaei:
Low-rank solution of convex relaxation for optimal power flow problem. SmartGridComm 2013: 636-641 - [c14]Somayeh Sojoudi, Javad Lavaei:
Convexification of optimal power flow problem by means of phase shifters. SmartGridComm 2013: 756-761 - 2012
- [c13]Javad Lavaei, Somayeh Sojoudi:
Competitive equilibria in electricity markets with nonlinearities. ACC 2012: 3081-3088 - 2011
- [c12]Somayeh Sojoudi, Javad Lavaei, Richard M. Murray:
Fault-tolerant controller design with applications in power systems and synthetic biology. ACC 2011: 4135-4142 - [c11]Somayeh Sojoudi, Steven H. Low, John C. Doyle:
Effect of buffers on stability of Internet congestion controllers. INFOCOM 2011: 471-475 - 2010
- [j6]Somayeh Sojoudi, Amir G. Aghdam:
Interconnection-based performance analysis for a class of decentralized controllers. Autom. 46(5): 796-803 (2010) - [j5]Javad Lavaei, Somayeh Sojoudi, Amir G. Aghdam:
Pole Assignment With Improved Control Performance by Means of Periodic Feedback. IEEE Trans. Autom. Control. 55(1): 248-252 (2010) - [j4]Javad Lavaei, Somayeh Sojoudi:
Time Complexity of Decentralized Fixed-Mode Verification. IEEE Trans. Autom. Control. 55(4): 971-976 (2010) - [c10]Javad Lavaei, Somayeh Sojoudi, Richard M. Murray:
Simple delay-based implementation of continuous-time controllers. ACC 2010: 5781-5788 - [c9]Javad Lavaei, Somayeh Sojoudi, Richard M. Murray:
Synthesis of embedded control systems with high sampling frequencies. CDC 2010: 7606-7612
2000 – 2009
- 2009
- [j3]Somayeh Sojoudi, Amir G. Aghdam:
Overlapping control systems with optimal information exchange. Autom. 45(5): 1176-1181 (2009) - [j2]Somayeh Sojoudi, Javad Lavaei, Amir G. Aghdam:
Robust controllability and observability degrees of polynomially uncertain systems. Autom. 45(11): 2640-2645 (2009) - [c8]Javad Lavaei, Somayeh Sojoudi:
Complexity of checking the existence of a stabilizing decentralized controller. ACC 2009: 1827-1832 - [c7]Somayeh Sojoudi, Javad Lavaei, Amir G. Aghdam:
Controllability and observability of uncertain systems: A robust measure. CDC 2009: 4180-4186 - 2008
- [c6]Somayeh Sojoudi, Amir G. Aghdam:
Performance analysis for a class of decentralized control systems. ACC 2008: 710-716 - 2007
- [j1]Somayeh Sojoudi, Javad Lavaei, Amir G. Aghdam:
Robust Stabilizability Verification of Polynomially Uncertain LTI Systems. IEEE Trans. Autom. Control. 52(9): 1721-1726 (2007) - [c5]Somayeh Sojoudi, Javad Lavaei, Amir G. Aghdam:
Optimal Information Flow Structure for Control of Interconnected Systems. ACC 2007: 1508-1513 - [c4]Javad Lavaei, Somayeh Sojoudi, Amir G. Aghdam:
Stability Criterion for General Proper Systems with Constrained Control Structure. ACC 2007: 1648-1653 - [c3]Javad Lavaei, Somayeh Sojoudi, Amir G. Aghdam:
Pole assignment with improved control performance by means of periodic feedback. CDC 2007: 1082-1087 - [c2]Somayeh Sojoudi, Amir G. Aghdam:
Characterizing all classes of LTI stabilizing structurally constrained controllers by means of combinatorics. CDC 2007: 4415-4420 - [c1]Javad Lavaei, Somayeh Sojoudi, Amir G. Aghdam:
Rational optimization using sum-of-squares techniques. CDC 2007: 4723-4730
Coauthor Index
[i57] [j31] [c83] [c80] [i52] [i51] [i48] [j29] [j27] [c76] [c71] [c67] [c66] [c65] [c64] [i43] [i37] [i34] [j24] [j23] [c62] [c61] [i27] [j19] [c51] [i22] [i19] [j18] [c46] [c45] [c44] [j12] [j11] [i10] [c27] [c26] [i3] [j10] [j8] [c22] [c21] [c20] [c19] [c18] [c17] [c16] [c15] [c14] [c13] [c12] [j5] [j4] [c10] [c9] [j2] [c8] [c7] [j1] [c5] [c4] [c3] [c1]
manage site settings
To protect your privacy, all features that rely on external API calls from your browser are turned off by default. You need to opt-in for them to become active. All settings here will be stored as cookies with your web browser. For more information see our F.A.Q.
Unpaywalled article links
Add open access links from 
to the list of external document links (if available).
Privacy notice: By enabling the option above, your browser will contact the API of unpaywall.org to load hyperlinks to open access articles. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the Unpaywall privacy policy.
Archived links via Wayback Machine
For web page which are no longer available, try to retrieve content from the 
of the Internet Archive (if available).
Privacy notice: By enabling the option above, your browser will contact the API of archive.org to check for archived content of web pages that are no longer available. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the Internet Archive privacy policy.
Reference lists
Add a list of references from 
, 
, and 
to record detail pages.
load references from crossref.org and opencitations.net
Privacy notice: By enabling the option above, your browser will contact the APIs of crossref.org, opencitations.net, and semanticscholar.org to load article reference information. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the Crossref privacy policy and the OpenCitations privacy policy, as well as the AI2 Privacy Policy covering Semantic Scholar.
Citation data
Add a list of citing articles from and to record detail pages.
load citations from opencitations.net
Privacy notice: By enabling the option above, your browser will contact the API of opencitations.net and semanticscholar.org to load citation information. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the OpenCitations privacy policy as well as the AI2 Privacy Policy covering Semantic Scholar.
OpenAlex data
Load additional information about publications from 
.
Privacy notice: By enabling the option above, your browser will contact the API of openalex.org to load additional information. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the information given by OpenAlex.
last updated on 2025-03-05 20:45 CET by the dblp team
all metadata released as open data under CC0 1.0 license
see also: Terms of Use | Privacy Policy | Imprint
dblp was originally created in 1993 at:
since 2018, dblp has been operated and maintained by:
the dblp computer science bibliography is funded and supported by:
