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On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don't Worry About its Nonsmooth Loss Function.

, , , , , , and . UAI, volume 115 of Proceedings of Machine Learning Research, page 49-59. AUAI Press, (2019)

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Sketching Dictionary Based Robust PCA in Large Matrices., and . ACSSC, page 702-706. IEEE, (2019)On Constrained Nonconvex Stochastic Optimization: A Case Study for Generalized Eigenvalue Decomposition., , , , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 916-925. PMLR, (2019)An Improved Convergence Analysis of Cyclic Block Coordinate Descent-type Methods for Strongly Convex Minimization., , , , and . AISTATS, volume 51 of JMLR Workshop and Conference Proceedings, page 491-499. JMLR.org, (2016)A dictionary based generalization of robust PCA., , and . GlobalSIP, page 1315-1319. IEEE, (2016)Stochastic Variance Reduced Optimization for Nonconvex Sparse Learning., , , , and . ICML, volume 48 of JMLR Workshop and Conference Proceedings, page 917-925. JMLR.org, (2016)LLE Based Gait Analysis and Recognition., and . SINOBIOMETRICS, volume 3338 of Lecture Notes in Computer Science, page 671-679. Springer, (2004)Zeroth-Order Stochastic Projected Gradient Descent for Nonconvex Optimization., , , , and . GlobalSIP, page 1179-1183. IEEE, (2018)Real-Time Simulation and Optimization of Elastic Aircraft Vehicle Based on Multi-GPU Workstation., and . IEEE Access, (2019)To create neuro-controlled game opponent from UCT-created data., , , , , , , , , and 1 other author(s). GEC Summit, page 1013-1016. ACM, (2009)On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don't Worry About its Nonsmooth Loss Function., , , , , , and . UAI, volume 115 of Proceedings of Machine Learning Research, page 49-59. AUAI Press, (2019)