Stochastic Frank-Wolfe methods for nonconvex optimization
暂无分享,去创建一个
Alexander J. Smola | Barnabás Póczos | Suvrit Sra | Sashank J. Reddi | Alex Smola | B. Póczos | S. Sra
[1] Philip Wolfe,et al. An algorithm for quadratic programming , 1956 .
[2] John Darzentas,et al. Problem Complexity and Method Efficiency in Optimization , 1983 .
[3] Yurii Nesterov,et al. Introductory Lectures on Convex Optimization - A Basic Course , 2014, Applied Optimization.
[4] H. Robbins. A Stochastic Approximation Method , 1951 .
[5] Peter L. Bartlett,et al. Exponentiated Gradient Algorithms for Conditional Random Fields and Max-Margin Markov Networks , 2008, J. Mach. Learn. Res..
[6] S. Fujishige,et al. A Submodular Function Minimization Algorithm Based on the Minimum-Norm Base ⁄ , 2009 .
[7] Elad Hazan,et al. Projection-free Online Learning , 2012, ICML.
[8] Tong Zhang,et al. Accelerating Stochastic Gradient Descent using Predictive Variance Reduction , 2013, NIPS.
[9] Saeed Ghadimi,et al. Stochastic First- and Zeroth-Order Methods for Nonconvex Stochastic Programming , 2013, SIAM J. Optim..
[10] Martin Jaggi,et al. Revisiting Frank-Wolfe: Projection-Free Sparse Convex Optimization , 2013, ICML.
[11] Francis Bach,et al. SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives , 2014, NIPS.
[12] Lin Xiao,et al. A Proximal Stochastic Gradient Method with Progressive Variance Reduction , 2014, SIAM J. Optim..
[13] Léon Bottou,et al. A Lower Bound for the Optimization of Finite Sums , 2014, ICML.
[14] Elad Hazan,et al. Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets , 2014, ICML.
[15] Martin Jaggi,et al. On the Global Linear Convergence of Frank-Wolfe Optimization Variants , 2015, NIPS.
[16] Zaïd Harchaoui,et al. Conditional gradient algorithms for norm-regularized smooth convex optimization , 2013, Math. Program..
[17] Alexander J. Smola,et al. Fast Stochastic Methods for Nonsmooth Nonconvex Optimization , 2016, ArXiv.
[18] Alexander J. Smola,et al. Fast Incremental Method for Nonconvex Optimization , 2016, ArXiv.
[19] Alexander J. Smola,et al. Fast incremental method for smooth nonconvex optimization , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).
[20] Simon Lacoste-Julien,et al. Convergence Rate of Frank-Wolfe for Non-Convex Objectives , 2016, ArXiv.
[21] Saeed Ghadimi,et al. Mini-batch stochastic approximation methods for nonconvex stochastic composite optimization , 2013, Mathematical Programming.
[22] Haipeng Luo,et al. Variance-Reduced and Projection-Free Stochastic Optimization , 2016, ICML.
[23] Alexander J. Smola,et al. Stochastic Variance Reduction for Nonconvex Optimization , 2016, ICML.
[24] Mark W. Schmidt,et al. Minimizing finite sums with the stochastic average gradient , 2013, Mathematical Programming.
[25] Yaoliang Yu,et al. Generalized Conditional Gradient for Sparse Estimation , 2014, J. Mach. Learn. Res..
[26] K. Schittkowski,et al. NONLINEAR PROGRAMMING , 2022 .