Research interests
My research interests include
- Large-scale inference & empirical Bayes
- Distribution-free uncertainty quantification
- Statistical machine learning
- Game theory and statistical inference
Publications
Building a stable classifier with the inflated argmax.
J. A. Soloff, R. F. Barber, and R. Willett.
Advances in Neural Information Processing Systems 37 (NeurIPS 2024).
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Bagging provides assumption-free stability.
J. A. Soloff, R. F. Barber, and R. Willett.
Journal of Machine Learning Research, 25(131), 1-35.
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The edge of discovery: Controlling the local false discovery rate at the margin.
J. A. Soloff, D. Xiang, and W. Fithian.
Annals of Statistics, 52(2), 580-601.
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Multivariate, heteroscedastic empirical Bayes via nonparametric maximum likelihood.
J. A. Soloff, A. Guntuboyina, and B. Sen.
Journal of the Royal Statistical Society: Series B, to appear.
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Distribution-free properties of isotonic regression.
J. A. Soloff, A. Guntuboyina, and J. Pitman.
Electronic Journal of Statistics, 13(2), 3243-3253.
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Products of geodesic graphs and the geodetic number of products.
J. A. Soloff, R. A. Márquez, and L. M. Friedler.
Discussiones Mathematicae Graph Theory, 35(1), 35-42.
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Preprints
Stabilizing black-box model selection with the inflated argmax.
M. Adrian, J. A. Soloff, R. Willett.
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Testing conditional independence under isotonicity.
R. Hore, J. A. Soloff, R. F. Barber, and R. J. Samworth.
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A frequentist local false discovery rate.
D. Xiang, J. A. Soloff, and W. Fithian.
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Stability via resampling: statistical problems beyond the real line.
J. A. Soloff, R. F. Barber, and R. Willett.
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Incentive-theoretic Bayesian inference for collaborative science.
S. Bates, M. I. Jordan, M. Sklar, and J. A. Soloff.
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Principal-agent hypothesis testing.
S. Bates, M. I. Jordan, M. Sklar, and J. A. Soloff.
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Covariance estimation with nonnegative partial correlations.
J. A. Soloff, A. Guntuboyina, and M. I. Jordan.
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Conference Abstracts
Data driven farming: delivering the benefits of remotely sensed data and decision support tools to farmers.
J. Shriver, J. A. Soloff, and N. Molen.
American Geophysical Union, Fall Meeting 2014, abstract id. B33E-0225.
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