Optimization

Convergence of Alternating Gradient Descent for Matrix Factorization

R. Ward and T. G. Kolda, , 2023

Stochastic Gradients for Large-Scale Tensor Decomposition

T. G. Kolda and D. Hong, SIAM Journal on Mathematics of Data Science, 2020

Scalable Tensor Factorizations for Incomplete Data

E. Acar, D. M. Dunlavy, T. G. Kolda and M. Mørup, Chemometrics and Intelligent Laboratory Systems, 2011

A Scalable Optimization Approach for Fitting Canonical Tensor Decompositions

E. Acar, D. M. Dunlavy and T. G. Kolda, Journal of Chemometrics, 2011

Nonlinearly-constrained Optimization Using Heuristic Penalty Methods and Asynchronous Parallel Generating Set Search

J. D. Griffin and T. G. Kolda, Applied Mathematics Research eXpress, 2010

Asynchronous Parallel Hybrid Optimization Combining DIRECT and GSS

J. D. Griffin and T. G. Kolda, Optimization Methods and Software, 2010

Concurrent Optimization with DUET: DIRECT Using External Trial Points

N. Goldberg, T. G. Kolda and A. S. Yoshimura, Tech. Rep., Sandia National Laboratories, 2008

Asynchronous Parallel Generating Set Search For Linearly-Constrained Optimization

J. D. Griffin, T. G. Kolda and R. M. Lewis, SIAM Journal on Scientific Computing, 2008

A Comparison of Derivative-Free Optimization Methods for Groundwater Supply and Hydraulic Capture Community Problems

K. R. Fowler, J. P. Reese, C. E. Kees, J. E. Dennis, Jr., C. T. Kelley, C. T. Miller, C. Audet, A. J. Booker, G. Couture, R. W. Darwin, M. W. Farthing, D. E. Finkel, J. M. Gablonsky, G. Gray and T. G. Kolda, Advances in Water Resources, 2008

Stationarity Results for Generating Set Search for Linearly Constrained Optimization

T. G. Kolda, R. M. Lewis and V. Torczon, SIAM Journal on Optimization, 2006