101 citations · 615 across the 44 of their papers we have counts for
3 papers · 1 filter
Supervised PCA: A Multiobjective Approach
Alexander Ritchie, Laura Balzano, Daniel Kessler +2
Methods for supervised principal component analysis (SPCA) aim to incorporate label information into principal component analysis (PCA), so that the extracted features are more use…
Preference Modeling with Context-Dependent Salient Features
Amanda Bower, Laura Balzano
We consider the problem of estimating a ranking on a set of items from noisy pairwise comparisons given item features. We address the fact that pairwise comparison data often refle…
Grassmannian Optimization for Online Tensor Completion and Tracking with the t-SVD
Kyle Gilman, Davoud Ataee Tarzanagh, Laura Balzano
We propose a new fast streaming algorithm for the tensor completion problem of imputing missing entries of a low-tubal-rank tensor using the tensor singular value decomposition (t-…