40 citations · 91 across the 18 of their papers we have counts for
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stat.ML2015★ 14 cited
Scalable Gaussian Processes for Characterizing Multidimensional Change Surfaces
William Herlands, Andrew Wilson, Hannes Nickisch +4
We present a scalable Gaussian process model for identifying and characterizing smooth multidimensional changepoints, and automatically learning changes in expressive covariance st…
stat.ML2015★ 1 cited
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…