125 citations · 1.2k across the 71 of their papers we have counts for
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stat.ML2020
Approximate Cross-Validation with Low-Rank Data in High Dimensions
William T. Stephenson, Madeleine Udell, Tamara Broderick
Many recent advances in machine learning are driven by a challenging trifecta: large data size ; high dimensions; and expensive algorithms. In this setting, cross-validation (CV…
stat.ML2020★ 3 cited
Approximate Cross-Validation for Structured Models
Soumya Ghosh, William T. Stephenson, Tin D. Nguyen +2
Many modern data analyses benefit from explicitly modeling dependence structure in data -- such as measurements across time or space, ordered words in a sentence, or genes in a gen…