259 citations · 463 across the 39 of their papers we have counts for
3 papers · 2 filters
Canonical Autocorrelation Analysis
Maria De-Arteaga, Artur Dubrawski, Peter Huggins
We present an extension of sparse Canonical Correlation Analysis (CCA) designed for finding multiple-to-multiple linear correlations within a single set of variables. Unlike CCA, w…
Lass-0: sparse non-convex regression by local search
William Herlands, Maria De-Arteaga, Daniel Neill +1
We compute approximate solutions to L0 regularized linear regression using L1 regularization, also known as the Lasso, as an initialization step. Our algorithm, the Lass-0 ("Lass-z…
Performance Bounds for Pairwise Entity Resolution
Matt Barnes, Kyle Miller, Artur Dubrawski
One significant challenge to scaling entity resolution algorithms to massive datasets is understanding how performance changes after moving beyond the realm of small, manually labe…