Sotabase

Career

· Researcher, Berkeley AI Research Lab (BAIR)2023–
· Lecturer in Optimization and Financial Engineering, UC Berkeley2006–
· Acting Associate Professor, UC Berkeley1999–
· Professor, EECS and IEOR Departments, UC Berkeley1999–

Publications (237)

Linear Matrix Inequalities in System and Control Theory
Studies in applied mathematics (Cambridge) · 1994
3,669
cited
Theoretically Principled Trade-off between Robustness and Accuracy
International Conference on Machine Learning · 2019
2,877
cited
Learning the Kernel Matrix with Semidefinite Programming
Journal of machine learning research · 2002
2,579
cited
A cone complementarity linearization algorithm for static output-feedback and related problems
Proceedings of Joint Conference on Control Applications Intelligent Control and Computer Aided Control System Design · 1996
2,026
cited
Convex position estimation in wireless sensor networks
Proceedings IEEE INFOCOM 2001. Conference on Computer Communications. Twentieth Annual Joint Conference of the IEEE Computer and Communications Society (Cat. No.01CH37213) · 2001
1,811
cited
Robust Solutions to Least-Squares Problems with Uncertain Data
SIAM Journal on Matrix Analysis and Applications · 1997
1,263
cited
Static arbitrage bounds on basket option prices
Mathematical programming · 2003
1,171
cited
A Direct Formulation for Sparse Pca Using Semidefinite Programming
SIAM Review · 2004
1,092
cited
Robust Solutions to Uncertain Semidefinite Programs
SIAM Journal on Optimization · 1998
1,080
cited
Robust Control of Markov Decision Processes with Uncertain Transition Matrices
Operational Research · 2005
901
cited
Worst-Case Value-At-Risk and Robust Portfolio Optimization: A Conic Programming Approach
Operational Research · 2003
750
cited
A Robust Minimax Approach to Classification
Journal of machine learning research · 2002
530
cited
On Distributionally Robust Chance-Constrained Linear Programs
2006
497
cited
History of linear matrix inequalities in control theory
American Control Conference · 1994
482
cited
Advances in linear matrix inequality methods in control: advances in design and control
1999
446
cited
First-Order Methods for Sparse Covariance Selection
SIAM Journal on Matrix Analysis and Applications · 2006
398
cited
Full regularization path for sparse principal component analysis
International Conference on Machine Learning · 2007
361
cited
Method of centers for minimizing generalized eigenvalues
Linear Algebra and its Applications · 1993
300
cited
Robust filtering for discrete-time systems with bounded noise and parametric uncertainty
IEEE Transactions on Automatic Control · 2001
270
cited
ROBUST SOLUTIONS TO LEAST-SQUARE PROBLEMS TO UNCERTAIN DATA MATRICES
1997
244
cited
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