Fields- Workshop on Optimization and Matrix Methods in Big Data
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Title: RandNLA: Randomization in Numerical Linear Algebra
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Title: Sparse inverse covariance estimation for a million variables
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Title: Communication-Efficient Distributed Optimization of Self-Concordant Empirical Loss
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Title: The generalized lasso with non-linear measurements
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Title: Eigenvector localization, implicit regularization, and algorithmic anti-differentiation for large-scale graphs and matrix data
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Title: Statistical and Computational Tradeoffs for Sparse Principal Component Analysis
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Title: PDW methods for support recovery in nonconvex high-dimensional problems
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Title: Coordinate Descent and Challenges therein
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