Katya Scheinberg
Georgia Institute of Technology(US)
Publications by Year
Research Areas
Sparse and Compressive Sensing Techniques, Stochastic Gradient Optimization Techniques, Advanced Optimization Algorithms Research, Optimization and Variational Analysis, Machine Learning and Algorithms
Most-Cited Works
- → Introduction to Derivative-Free Optimization(2009)1,835 cited
- Efficient svm training using low-rank kernel representations(2002)
- → SARAH: A Novel Method for Machine Learning Problems Using Stochastic\n Recursive Gradient(2017)267 cited
- → Recent progress in unconstrained nonlinear optimization without derivatives(1997)254 cited
- → Fast alternating linearization methods for minimizing the sum of two convex functions(2012)245 cited
- → Global Convergence of General Derivative-Free Trust-Region Algorithms to First- and Second-Order Critical Points(2009)213 cited
- → Efficient block-coordinate descent algorithms for the Group Lasso(2013)194 cited
- On the convergence of derivative-free methods for unconstrained optimization