Gillian M. Chin

Northwestern University — United States

Engineering · Physical Sciences

3h-index689citations6works0.02yr avg
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Research Topics

Sparse and Compressive Sensing Techniques(5), Advanced Optimization Algorithms Research(2), Stochastic Gradient Optimization Techniques(2), Optimization and Variational Analysis(1), Direction-of-Arrival Estimation Techniques(1)

Publications6 total

A family of second-order methods for convex $$\ell _1$$-regularized optimization
Mathematical Programming·2015· 50 cited
Table of Contents
IEEE Transactions on Audio Speech and Language Processing·2013Open Access
Second Order Methods for Optimizing Convex Matrix Functions and Sparse Covariance Clustering
IEEE Transactions on Audio Speech and Language Processing·2013· 3 cited
Nonlinear optimization algorithms for large-scale machine learning
2013
Sample size selection in optimization methods for machine learning
Mathematical Programming·2012· 387 cited
On the Use of Stochastic Hessian Information in Optimization Methods for Machine Learning
SIAM Journal on Optimization·2011· 249 cited

Frequent Co-authors

Jorge Nocedal(6), Richard H. Byrd(3), Peder A. Olsen(2), Steven J. Rennie(2), Yuchen Wu(1), Will Neveitt(1), Figen Öztoprak(1)