Sotabase

Career

· Assistant Professor of Statistics, UC Berkeley2023–

Publications (28)

Covariances, Robustness, and Variational Bayes
Journal of machine learning research · 2017
123
cited
A Swiss Army Infinitesimal Jackknife
International Conference on Artificial Intelligence and Statistics · 2018
113
cited
Linear Response Methods for Accurate Covariance Estimates from Mean Field Variational Bayes
Neural Information Processing Systems · 2015
86
cited
An Automatic Finite-Sample Robustness Metric: When Can Dropping a Little Data Make a Big Difference?
2020
43
cited
A Higher-Order Swiss Army Infinitesimal Jackknife
arXiv.org · 2019
33
cited
An Automatic Finite-Sample Robustness Metric: Can Dropping a Little Data Change Conclusions?
2020
29
cited
The mind, the lab, and the field: Three kinds of populations in scientific practice.
Studies in history and philosophy of biological and biomedical sciences · 2015
27
cited
Evaluating Sensitivity to the Stick-Breaking Prior in Bayesian Nonparametrics
Bayesian Analysis · 2018
19
cited
Cataloging the visible universe through Bayesian inference in Julia at petascale
J. Parallel Distributed Comput. · 2019
18
cited
Black Box Variational Inference with a Deterministic Objective: Faster, More Accurate, and Even More Black Box
Journal of machine learning research · 2023
16
cited
Cataloging the Visible Universe Through Bayesian Inference at Petascale
IEEE International Parallel and Distributed Processing Symposium · 2018
16
cited
Gaussian processes at the Helm(holtz): A more fluid model for ocean currents
International Conference on Machine Learning · 2023
14
cited
Fast robustness quantification with variational Bayes
2016
10
cited
Learning an Astronomical Catalog of the Visible Universe through Scalable Bayesian Inference
arXiv.org · 2016
7
cited
Return of the Infinitesimal Jackknife
2018
6
cited
How good is your Laplace approximation of the Bayesian posterior? Finite-sample computable error bounds for a variety of useful divergences
2022
4
cited
Sensitivity of MCMC-based analyses to small-data removal
2024
4
cited
The Bayesian Infinitesimal Jackknife for Variance
2023
3
cited
Covariance Matrices and Influence Scores for Mean Field Variational Bayes
2015
2
cited
The Prior Influence Function in Variational Bayes
2016
2
cited
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Ryan Giordano | Researcher Profile | Sotabase | Sotabase