Recursively Accelerated Multilevel Aggregation for Markov Chains. - Hans De Sterck; Killian Miller; Geoffrey Sanders; Manda Winlaw (SIAM J. Sci. Comput., 2010)

Robust locally linear embedding using penalty functions. - Manda Winlaw; Leila Samimi-Dehkordi; Ali Ghodsi 001 (IJCNN, 2011)

A Nonlinearly Preconditioned Conjugate Gradient Algorithm for Rank-R Canonical Tensor Approximation. - Hans De Sterck; Manda Winlaw (CoRR, 2014)

Algorithmic Acceleration of Parallel ALS for Collaborative Filtering: Speeding up Distributed Big Data Recommendation in Spark. - Manda Winlaw; Michael B. Hynes; Anthony L. Caterini; Hans De Sterck (ICPADS, 2015)

A nonlinearly preconditioned conjugate gradient algorithm for rank-R canonical tensor approximation. - Hans De Sterck; Manda Winlaw (Numer. Linear Algebra Appl., 2015)

Algorithms and Models for Tensors and Networks with Applications in Data Science. - Manda Winlaw (2016)

Analysis of Driver Behavior in Times of Crisis. - Manda Winlaw; Alycia Perkins; Allaa R. Hilal (SocialSens@IoTDI, 2018)