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papers

Publications (18)

Learning Graphical Models With Hubs

Kean Ming Tan, Palma London, Karthik Mohan +3

New Computational and Statistical Aspects of Regularized Regression with Application to Rare Feature Selection and Aggregation

Amin Jalali, Adel Javanmard, Maryam Fazel

Relative Density and Exact Recovery in Heterogeneous Stochastic Block Models

Amin Jalali, Qiyang Han, Ioana Dumitriu +1

Simultaneously Structured Models with Application to Sparse and Low-rank Matrices

Samet Oymak, Amin Jalali, Maryam Fazel +2

Online Continuous DR-Submodular Maximization with Long-Term Budget Constraints

Omid Sadeghi, Maryam Fazel

Competitive Algorithms for Online Budget-Constrained Continuous DR-Submodular Problems

Omid Sadeghi, Reza Eghbali, Maryam Fazel

Exponentiated Subgradient Algorithm for Online Optimization under the Random Permutation Model

Reza Eghbali, Jon Swenson, Maryam Fazel

Escaping from saddle points on Riemannian manifolds

Yue Sun, Nicolas Flammarion, Maryam Fazel

Global Convergence of Policy Gradient Methods for the Linear Quadratic Regulator

Maryam Fazel, Rong Ge, Sham M. Kakade +1

Competitive Online Algorithms for Resource Allocation over the Positive Semidefinite Cone

Reza Eghbali, James Saunderson, Maryam Fazel

LQR through the Lens of First Order Methods: Discrete-time Case

Jingjing Bu, Afshin Mesbahi, Maryam Fazel +1

An optimal first order method based on optimal quadratic averaging

Dmitriy Drusvyatskiy, Maryam Fazel, Scott Roy

Decomposable Norm Minimization with Proximal-Gradient Homotopy Algorithm

Reza Eghbali, Maryam Fazel

Variational Gram Functions: Convex Analysis and Optimization

Amin Jalali, Maryam Fazel, Lin Xiao

Computational approach to quantum encoder design for purity optimization

Naoki Yamamoto, Maryam Fazel

Node-Based Learning of Multiple Gaussian Graphical Models

Karthik Mohan, Palma London, Maryam Fazel +2

Worst Case Competitive Analysis of Online Algorithms for Conic Optimization

Reza Eghbali, Maryam Fazel

Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization

Benjamin Recht, Maryam Fazel, Pablo A. Parrilo