2

Detecting Distributional Differences in Labeled Sequence Data with Application to Tropical Cyclone Satellite Imagery
T. McNeely, G. Vincente, K. M. Wood, Rafael Izbicki, A. B. Lee
August, 2023 Annals of Applied Statistics
Preprint PDF
Classification under Prior Probability Shift in Simulator-Based Inference: Application to Atmospheric Cosmic-Ray Showers
A. Shen, L. Masserano, Rafael Izbicki, T. Dorigo, M. Doro, A. B. Lee
March, 2023 NeurIPS (Machine Learning and the Physical Sciences Workshop; Best Poster Award)
PDF
A unified framework for dataset shift diagnostics
F. M. Polo, Rafael Izbicki, E. G. Lacerda Jr, J. P. Ibieta-Jimenez, R. Vicente
March, 2023 Information Sciences
Preprint
Simulation-Based Inference with Waldo: Confidence Regions by Leveraging Prediction Algorithms or Posterior Estimators for Inverse Problems
L. Masserano, T. Dorigo, Rafael Izbicki, M. Kuusela, A. B. Lee
February, 2023 Proceedings of Machine Learning Research (AISTATS track)
Preprint PDF
Quantifying uncertainty in land-use land-cover classification using conformal statistics
D. Valle, Rafael Izbicki, R. Leite
February, 2023 Remote Sensing of Environment
A new LDA formulation with covariates
G. Shimizu, Rafael Izbicki, D. Valle
January, 2023 Communications in Statistics - Simulation and Computation
Preprint
Logical coherence in Bayesian simultaneous three-way hypothesis tests
Luís G. Esteves, Rafael Izbicki, Julio M. Stern, Rafael B. Stern
January, 2023 In International Journal of Approximate Reasoning
PDF
CD-split and HPD-split: Efficient conformal regions in high dimensions
Conformal methods create prediction bands that control average coverage assuming solely i.i.d. data. We introduce CD-split and HPD-split, which yield general prediction regions and converge to the optimal highest predictive density set.
Rafael Izbicki, Gilson Shimizu, Rafael B. Stern
May, 2022 Journal of Machine Learning Research
PDF Cite Code
CD-split and HPD-split: Efficient conformal regions in high dimensions
Selecting Genetic Variants and Interactions Associated with Amyotrophic Lateral Sclerosis: A Group LASSO Approach
S. G. Feronato, M. L. M. Silva, Rafael Izbicki, T. D. J. Farias, P. Shigunov, B. Dallagiovanna, F. Passetti, H. G. dos Santos
January, 2022 Journal Of Personalized Medicine
PDF
What if the forecaster knew? Assessing forecast reliability via simulation
M. H. de A. Inácio, Rafael Izbicki, D. L. Lopes, M. A. Diniz, L. E. B. Salasar, J. Poloniato
January, 2022 TEMA.
PDF