Takia Islam
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Analysis of the Optimization Landscapes for Overcomplete Representation Learning
Finding the Sparsest Vectors in a Subspace: Theory, Algorithms, and Applications
A Nonconvex Approach for Exact and Eļ¬cient Multichannel Sparse Blind Deconvolution
Short-and-Sparse Deconvolution - A Geometric Approach
Nonsmooth Optimization over Stiefel Manifold: Riemannian Subgradient Methods
Convolutional Phase Retrieval via Gradient Descent
A Geometric Analysis of Phase Retrieval
When Are Nonconvex Problems Not Scary?
Complete Dictionary Recovery over the Sphere I: Overview and the Geometric Picture
Complete Dictionary Recovery over the Sphere II: Recovery by Riemannian Trust-region Method
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