259 citations · 463 across the 39 of their papers we have counts for
4 papers · 1 filter
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…
An Entity Resolution approach to isolate instances of Human Trafficking online
Chirag Nagpal, Kyle Miller, Benedikt Boecking +1
Human trafficking is a challenging law enforcement problem, and a large amount of such activity manifests itself on various online forums. Given the large, heterogeneous and noisy…