activity
20152018
most citedScalable Gaussian Processes for Characterizing Multidimensional Change Surfaces

14 citations · 42 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CY2018★ 1 cited

Proceedings of NeurIPS 2018 Workshop on Machine Learning for the Developing World: Achieving Sustainable Impact

Maria De-Arteaga, Amanda Coston, William Herlands

This is the Proceedings of NeurIPS 2018 Workshop on Machine Learning for the Developing World: Achieving Sustainable Impact, held in Montreal, Canada on December 8, 2018

stat.ML2018★ 1 cited

Change Surfaces for Expressive Multidimensional Changepoints and Counterfactual Prediction

William Herlands, Daniel B. Neill, Hannes Nickisch +1

Identifying changes in model parameters is fundamental in machine learning and statistics. However, standard changepoint models are limited in expressiveness, often addressing unid…

stat.ML2018★ 13 cited

Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data

William Herlands, Edward McFowland, Andrew Gordon Wilson +1

Identifying anomalous patterns in real-world data is essential for understanding where, when, and how systems deviate from their expected dynamics. Yet methods that separately cons…

stat.ML2017★ 2 cited

Proceedings of NIPS 2017 Symposium on Interpretable Machine Learning

Andrew Gordon Wilson, Jason Yosinski, Patrice Simard +2

This is the Proceedings of NIPS 2017 Symposium on Interpretable Machine Learning, held in Long Beach, California, USA on December 7, 2017

stat.ML2017★ 3 cited

Proceedings of NIPS 2017 Workshop on Machine Learning for the Developing World

Maria De-Arteaga, William Herlands

This is the Proceedings of NIPS 2017 Workshop on Machine Learning for the Developing World, held in Long Beach, California, USA on December 8, 2017

cs.CY2017

Machine Learning for Drug Overdose Surveillance

Daniel B. Neill, William Herlands

We describe two recently proposed machine learning approaches for discovering emerging trends in fatal accidental drug overdoses. The Gaussian Process Subset Scan enables early det…