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stat.ML2021
Domain Generalization via Domain-based Covariance Minimization
Anqi Wu
Researchers have been facing a difficult problem that data generation mechanisms could be influenced by internal or external factors leading to the training and test data with quit…
stat.ML2017★ 8 cited
Dependent relevance determination for smooth and structured sparse regression
Anqi Wu, Oluwasanmi Koyejo, Jonathan W. Pillow
In many problem settings, parameter vectors are not merely sparse but dependent in such a way that non-zero coefficients tend to cluster together. We refer to this form of dependen…
stat.ML2017★ 21 cited
Exploiting gradients and Hessians in Bayesian optimization and Bayesian quadrature
Anqi Wu, Mikio C. Aoi, Jonathan W. Pillow
An exciting branch of machine learning research focuses on methods for learning, optimizing, and integrating unknown functions that are difficult or costly to evaluate. A popular B…