Faculty

Institution

Unit

Venue

Somayeh Sojoudi

Associate Professor

University of California, Berkeley

Affiliations

College of Engineering

Electrical Engineering & Computer Sciences

Mechanical Engineering

Somayeh Sojoudi is currently serving as a College Of Engineering Associate Professor at University of California, Berkeley.

Honors

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Experiences

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Education

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Somayeh Sojoudi

University of California, Berkeley

Associate Professor

You can click a keyword to filter the displayed items

machine learning systems engineering applied mathematics computer science deep learning electrical engineering control systems mathematical optimization automatic control graph theory artificial intelligence control structure computer vision computational optimization control design structural control system stability stability analysis robust control risk management reinforcement learning convex analysis mathematical programming computational intelligence state estimation nonlinear optimization control science adversarial machine learning power systems spurious local trajectories spurious solutions machine learning research spectral theory control optimization convex optimization system identification graph analysis control system security control architecture power engineering convex relaxation interconnected systems graphical lasso low-rank solutions graph powering nonconvex matrix recovery internet congestion controllers time-varying optimization non-convex matrix sensing neural network robustness power electronics information forensics social robotics control system technology global optimization data security power system optimization brain imaging visual servoing data-driven science identification method data assimilation cyber-risk management network security principal component analysis computational learning theory lagrangian method constrained optimization estimation theory network theory synthetic data brain science graph neural networks hard optimization problems optimal charging conic relaxations approximation theory numerical analysis numerical linear algebra optimization theory conic optimization

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

Distributionally Robust Joint Chance-Constrained Optimal Power Flow Using Relative Entropy. arXiv (Cornell University) (2025)

Brock, EliZhang, HaixiangLavaei, JavadSojoudi, Somayeh

mathematical optimizationuncertainty analysisapplied mathematicscontrol optimizationrelative entropyrobust optimizationentropy

Approximately Gaussian Replicator Flows: Nonconvex Optimization as a Nash-Convergent Evolutionary Game. arXiv (Cornell University) (2024)

Anderson, Brendon G.Pfrommer, SamuelSojoudi, Somayeh

game theorynonconvex optimizationgaussian replicator flowsevolutionary game theoryevolutionary computationnash-convergent evolutionary gameapplied mathematics

Certifiable Deep Learning for Reachability Using a New Lipschitz Continuous Value Function. arXiv (Cornell University) (2024)

Li, JingqiLee, DonggunLee, JaewonDong, Kris ShengjunSojoudi, SomayehTomlin, Claire

reachability analysiscomputer sciencedeep learningcertifiable deep learningreachability problemmachine learning

Improving the Accuracy-Robustness Trade-Off of Classifiers via Adaptive Smoothing. SIAM Journal on Mathematics of Data Science (2024)

Yatong BaiBrendon G. AndersonAerin KimSomayeh Sojoudi

computer sciencedeep learningaccuracy-robustness trade-offadaptive smoothingclassifier systemsmachine learning

Intent Demonstration in General-Sum Dynamic Games via Iterative Linear-Quadratic Approximations. arXiv (Cornell University) (2024)

Li, JingqiSiththaranjan, AnandSojoudi, SomayehTomlin, ClaireBajcsy, Andrea

intent demonstrationgame theoryiterative linear-quadratic approximationsgeneral-sum dynamic gamesapplied mathematics

The Computation of Approximate Feedback Stackelberg Equilibria in Multi-Player Nonlinear Constrained Dynamic Games. arXiv (Cornell University) (2024)

Li, JingqiSojoudi, SomayehTomlin, ClaireFridovich-Keil, David

mathematical optimizationgame theorycomputational game theorynonlinear optimizationnonlinear controlmathematical control theorycomputational optimizationapplied mathematics

The Computation of Approximate Feedback Stackelberg Equilibria in Multiplayer Nonlinear Constrained Dynamic Games. SIAM Journal on Optimization (2024)

Jingqi LiSomayeh SojoudiClaire J. TomlinDavid Fridovich-Keil

mathematical optimizationdynamic gamesoptimization problemsmultiplayer nonlineargame theorycomputational game theorynonlinear dynamicsapplied mathematics

Transport of Algebraic Structure to Latent Embeddings. arXiv (Cornell University) (2024)

Pfrommer, SamuelAnderson, Brendon G.Sojoudi, Somayeh

computer sciencetransmissionalgebraic structureslatent embeddings

A New Complexity Metric for Nonconvex Rank-One Generalized Matrix Completion. Mathematical Programming (2023)

Haixiang ZhangBaturalp YalcinJavad LavaeiSomayeh Sojoudi

mathematical programmingmatrix completionapplied mathematicsmachine learning

Asymmetric Certified Robustness via Feature-Convex Neural Networks. arXiv (Cornell University) (2023)

Pfrommer, SamuelAnderson, Brendon G.Piet, JulienSojoudi, Somayeh

systems engineeringdeep learningnetwork robustnessformal verificationsafety certificationfeature-convex neural networksmachine learningsoftware certification

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Somayeh Sojoudi

Associate Professor

University of California, Berkeley

Affiliations

College of Engineering

Electrical Engineering & Computer Sciences

Mechanical Engineering

Somayeh Sojoudi is currently serving as a College Of Engineering Associate Professor at University of California, Berkeley.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Somayeh Sojoudi

University of California, Berkeley

Associate Professor

You can click a keyword to filter the displayed items

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

Distributionally Robust Joint Chance-Constrained Optimal Power Flow Using Relative Entropy. arXiv (Cornell University) (2025)

Brock, EliZhang, HaixiangLavaei, JavadSojoudi, Somayeh

mathematical optimizationuncertainty analysisapplied mathematicscontrol optimizationrelative entropyrobust optimizationentropy

Approximately Gaussian Replicator Flows: Nonconvex Optimization as a Nash-Convergent Evolutionary Game. arXiv (Cornell University) (2024)

Anderson, Brendon G.Pfrommer, SamuelSojoudi, Somayeh

game theorynonconvex optimizationgaussian replicator flowsevolutionary game theoryevolutionary computationnash-convergent evolutionary gameapplied mathematics

Certifiable Deep Learning for Reachability Using a New Lipschitz Continuous Value Function. arXiv (Cornell University) (2024)

Li, JingqiLee, DonggunLee, JaewonDong, Kris ShengjunSojoudi, SomayehTomlin, Claire

reachability analysiscomputer sciencedeep learningcertifiable deep learningreachability problemmachine learning

Improving the Accuracy-Robustness Trade-Off of Classifiers via Adaptive Smoothing. SIAM Journal on Mathematics of Data Science (2024)

Yatong BaiBrendon G. AndersonAerin KimSomayeh Sojoudi

computer sciencedeep learningaccuracy-robustness trade-offadaptive smoothingclassifier systemsmachine learning

Intent Demonstration in General-Sum Dynamic Games via Iterative Linear-Quadratic Approximations. arXiv (Cornell University) (2024)

Li, JingqiSiththaranjan, AnandSojoudi, SomayehTomlin, ClaireBajcsy, Andrea

intent demonstrationgame theoryiterative linear-quadratic approximationsgeneral-sum dynamic gamesapplied mathematics

The Computation of Approximate Feedback Stackelberg Equilibria in Multi-Player Nonlinear Constrained Dynamic Games. arXiv (Cornell University) (2024)

Li, JingqiSojoudi, SomayehTomlin, ClaireFridovich-Keil, David

mathematical optimizationgame theorycomputational game theorynonlinear optimizationnonlinear controlmathematical control theorycomputational optimizationapplied mathematics

The Computation of Approximate Feedback Stackelberg Equilibria in Multiplayer Nonlinear Constrained Dynamic Games. SIAM Journal on Optimization (2024)

Jingqi LiSomayeh SojoudiClaire J. TomlinDavid Fridovich-Keil

mathematical optimizationdynamic gamesoptimization problemsmultiplayer nonlineargame theorycomputational game theorynonlinear dynamicsapplied mathematics

Transport of Algebraic Structure to Latent Embeddings. arXiv (Cornell University) (2024)

Pfrommer, SamuelAnderson, Brendon G.Sojoudi, Somayeh

computer sciencetransmissionalgebraic structureslatent embeddings

A New Complexity Metric for Nonconvex Rank-One Generalized Matrix Completion. Mathematical Programming (2023)

Haixiang ZhangBaturalp YalcinJavad LavaeiSomayeh Sojoudi

mathematical programmingmatrix completionapplied mathematicsmachine learning

Asymmetric Certified Robustness via Feature-Convex Neural Networks. arXiv (Cornell University) (2023)

Pfrommer, SamuelAnderson, Brendon G.Piet, JulienSojoudi, Somayeh

systems engineeringdeep learningnetwork robustnessformal verificationsafety certificationfeature-convex neural networksmachine learningsoftware certification

1
2
3
4
5
14
10 / page

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Similar Faculty Members

Javad Lavaei

Institution

University of California, Berkeley

optimal control

power system optimization

Mario Sznaier

Institution

Northeastern University

control optimization

learning control

Umit Ozguner

Institution

Ohio State University

systems engineering

transportation engineering

Soura Dasgupta

Institution

University of Iowa

computer engineering

wireless communication

Petros Voulgaris

Institution

University of Nevada, Reno

robust control

command and control

Munther Dahleh

Institution

Massachusetts Institute of Technology

network science

social network

Mihailo Jovanovic

Institution

University of Southern California

control engineering

control science

Kumpati S. Narendra

Institution

Yale University

learning automata

stochastic learning automata

Michael L. Overton

Institution

New York University

mathematical optimization

semi-definite optimization

Andrew Clark

Institution

Washington University in St. Louis

game theory

complex system