William T. Stephenson

Publication Activity (10 Years)

Years Active: 2015-2022
Publications (10 Years): 12

Top Topics

Gaussian Process

High Dimensions

Top Venues

Publications

William T. Stephenson, Soumya Ghosh, Tin D. Nguyen, Mikhail Yurochkin, Sameer K. Deshpande, Tamara Broderick
Measuring the robustness of Gaussian processes to kernel choice. AISTATS (2022)
William T. Stephenson, Zachary Frangella, Madeleine Udell, Tamara Broderick
Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression. CoRR (2021)
William T. Stephenson, Soumya Ghosh, Tin D. Nguyen, Mikhail Yurochkin, Sameer K. Deshpande, Tamara Broderick
Measuring the sensitivity of Gaussian processes to kernel choice. CoRR (2021)
William T. Stephenson, Zachary Frangella, Madeleine Udell, Tamara Broderick
Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression. NeurIPS (2021)
William T. Stephenson, Madeleine Udell, Tamara Broderick
Approximate Cross-Validation with Low-Rank Data in High Dimensions. CoRR (2020)
Soumya Ghosh, William T. Stephenson, Tin D. Nguyen, Sameer K. Deshpande, Tamara Broderick
Approximate Cross-Validation for Structured Models. CoRR (2020)
William T. Stephenson, Tamara Broderick
Approximate Cross-Validation in High Dimensions with Guarantees. AISTATS (2020)
Soumya Ghosh, William T. Stephenson, Tin D. Nguyen, Sameer K. Deshpande, Tamara Broderick
Approximate Cross-Validation for Structured Models. NeurIPS (2020)
William T. Stephenson, Madeleine Udell, Tamara Broderick
Approximate Cross-Validation with Low-Rank Data in High Dimensions. NeurIPS (2020)
William T. Stephenson, Tamara Broderick
Sparse Approximate Cross-Validation for High-Dimensional GLMs. CoRR (2019)
Ryan Giordano, William T. Stephenson, Runjing Liu, Michael I. Jordan, Tamara Broderick
A Swiss Army Infinitesimal Jackknife. AISTATS (2019)
Miriam Shiffman, William T. Stephenson, Geoffrey Schiebinger, Jonathan H. Huggins, Trevor Campbell, Aviv Regev, Tamara Broderick
Reconstructing probabilistic trees of cellular differentiation from single-cell RNA-seq data. CoRR (2018)
Michael C. Hughes, William T. Stephenson, Erik B. Sudderth
Scalable Adaptation of State Complexity for Nonparametric Hidden Markov Models. NIPS (2015)